Robert Kugel's Analyst Perspectives

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We offer a portfolio of advisory, research, thought leadership and digital education services to help optimize market strategy, planning and execution.</p> <p><strong><a href="https://www.ventanaresearch.com/services/vendors/analyst_relations" rel="noopener">Analyst Relations</a></strong></p> <p><strong><a href="https://www.ventanaresearch.com/services/vendors/demand_generation" rel="noopener">Demand Generation</a></strong></p> <p><strong><a href="https://www.ventanaresearch.com/services/vendors/product-marketing" rel="noopener">Product Marketing</a></strong></p> <p><strong><a href="https://www.ventanaresearch.com/vendor-coverage" target="_self" role="menuitem">Market Coverage</a></strong></p> <p><strong><a href="https://www.ventanaresearch.com/briefing" target="_self" role="menuitem">Request a Briefing</a></strong><br><br><br></p></div> <span id="hs_cos_wrapper_dnd_area-module-2_" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_simple_menu" style="" data-hs-cos-general-type="widget" data-hs-cos-type="simple_menu"><ul></ul></span> <div class="bottom_rich_text"> </div> </div> </div> </div> </div> </div> <script src="https://robertkugel.isg-one.com/hs-fs/hub/2035844/hub_generated/template_assets/90531223305/1725882478811/Ventana_Research_2023/js/mmenu.min.js"></script> </div> </div> </div> </div> </div> </div> </div> </div> <div id="hs_cos_wrapper_Structured_data" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"></div> <div class="body-container-wrapper"> <div class="blog-header background-image post_page_2" data-bg-color="secondary" style=" background-size:cover; background-position:50%; background-repeat:no-repeat; background-image:url(https://robertkugel.isg-one.com/hubfs/_images/_backgrounds_expertise/2024_VR_Office_of_Finance_Expertise_Image_AdobeStock_268736974_1200px.jpg); ">  <div class="row-fluid"> <div class="blog-header__inner dnd-row"> <div class="blog--post__image dnd-section"> <img class="analyst-header-photo" src="https://robertkugel.isg-one.com/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png" style="padding: 10px; "> <br> <h1 class="analyst-header-title">Robert Kugel's Analyst Perspectives</h1>  </div> </div> </div> </div> <div class="content-wrapper-listing blog-single"> <div class="blog-content-wrapper"> <div>   <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/now-with-the-miracle-ingredient-ai">Now with the Miracle Ingredient AI!</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">30 March 2023 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Now_with_the_Miracle_Ingredient_AI.png?width=200&name=Now_with_the_Miracle_Ingredient_AI.png" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Now_with_the_Miracle_Ingredient_AI.png?width=100&name=Now_with_the_Miracle_Ingredient_AI.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Now_with_the_Miracle_Ingredient_AI.png?width=200&name=Now_with_the_Miracle_Ingredient_AI.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Now_with_the_Miracle_Ingredient_AI.png?width=300&name=Now_with_the_Miracle_Ingredient_AI.png 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Now_with_the_Miracle_Ingredient_AI.png?width=400&name=Now_with_the_Miracle_Ingredient_AI.png 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Now_with_the_Miracle_Ingredient_AI.png?width=500&name=Now_with_the_Miracle_Ingredient_AI.png 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Now_with_the_Miracle_Ingredient_AI.png?width=600&name=Now_with_the_Miracle_Ingredient_AI.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Early last December, just before ChatGPT became the new, bright, shiny object, The Economist magazine ran a story proclaiming that we had finally arrived at the age of boring artificial intelligence (AI). From my perspective, it’s unfortunate that didn’t last and that AI has been relegated back to the buzzword league. AI will be an increasingly important feature of business software through the end of this decade. Ventana Research asserts that by 2026, almost all vendors of software designed...</p> </div> <a href="https://robertkugel.isg-one.com/now-with-the-miracle-ingredient-ai"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-one.com/topic/business-intelligence">Business Intelligence</a>, <a href="https://robertkugel.isg-one.com/topic/business-planning">Business Planning</a>, <a href="https://robertkugel.isg-one.com/topic/enterprise-resource-planning">Enterprise Resource Planning</a>, <a href="https://robertkugel.isg-one.com/topic/erp-and-continuous-accounting">ERP and Continuous Accounting</a>, <a href="https://robertkugel.isg-one.com/topic/natural-language-processing">natural language processing</a>, <a href="https://robertkugel.isg-one.com/topic/continuous-supply-chain">continuous supply chain</a>, <a href="https://robertkugel.isg-one.com/topic/digital-finance">digital finance</a>, <a href="https://robertkugel.isg-one.com/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments</a>, <a href="https://robertkugel.isg-one.com/topic/consolidate-close-report">Consolidate/Close/Report</a>, <a href="">AI and Machine Learning</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/close-automation-is-essential-for-digital-finance-transformation">Close Automation is Essential for Digital Finance Transformation</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">28 March 2023 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Close_Automation_is_Essential_for_Digital_Finance_Transformation.png?width=200&name=Close_Automation_is_Essential_for_Digital_Finance_Transformation.png" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Close_Automation_is_Essential_for_Digital_Finance_Transformation.png?width=100&name=Close_Automation_is_Essential_for_Digital_Finance_Transformation.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Close_Automation_is_Essential_for_Digital_Finance_Transformation.png?width=200&name=Close_Automation_is_Essential_for_Digital_Finance_Transformation.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Close_Automation_is_Essential_for_Digital_Finance_Transformation.png?width=300&name=Close_Automation_is_Essential_for_Digital_Finance_Transformation.png 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Close_Automation_is_Essential_for_Digital_Finance_Transformation.png?width=400&name=Close_Automation_is_Essential_for_Digital_Finance_Transformation.png 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Close_Automation_is_Essential_for_Digital_Finance_Transformation.png?width=500&name=Close_Automation_is_Essential_for_Digital_Finance_Transformation.png 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Close_Automation_is_Essential_for_Digital_Finance_Transformation.png?width=600&name=Close_Automation_is_Essential_for_Digital_Finance_Transformation.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>As a rule, I dislike terms like “digital finance transformation” because there’s a wave-the -magic-wand quality to it that obscures the not-so-simple people and process elements necessary for true transformation. Six of the most common – and expensive – words used in an accounting department are “we’ve always done it this way.” Persuading staff to change can be a struggle, even if change makes their jobs easier and more rewarding. Moreover, digital transformation must cover the data elements as...</p> </div> <a href="https://robertkugel.isg-one.com/close-automation-is-essential-for-digital-finance-transformation"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-one.com/topic/digital-finance">digital finance</a>, <a href="https://robertkugel.isg-one.com/topic/consolidate-close-report">Consolidate/Close/Report</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/the-continuous-audit-improves-quality-and-efficiency">The Continuous Audit Improves Quality and Efficiency</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">22 March 2023 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/The_Continuous_Audit_Improves_Quality_and_Efficiency.png?width=200&name=The_Continuous_Audit_Improves_Quality_and_Efficiency.png" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/The_Continuous_Audit_Improves_Quality_and_Efficiency.png?width=100&name=The_Continuous_Audit_Improves_Quality_and_Efficiency.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/The_Continuous_Audit_Improves_Quality_and_Efficiency.png?width=200&name=The_Continuous_Audit_Improves_Quality_and_Efficiency.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/The_Continuous_Audit_Improves_Quality_and_Efficiency.png?width=300&name=The_Continuous_Audit_Improves_Quality_and_Efficiency.png 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/The_Continuous_Audit_Improves_Quality_and_Efficiency.png?width=400&name=The_Continuous_Audit_Improves_Quality_and_Efficiency.png 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/The_Continuous_Audit_Improves_Quality_and_Efficiency.png?width=500&name=The_Continuous_Audit_Improves_Quality_and_Efficiency.png 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/The_Continuous_Audit_Improves_Quality_and_Efficiency.png?width=600&name=The_Continuous_Audit_Improves_Quality_and_Efficiency.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>An external audit examines an organization’s performance of accounting tasks. It validates the soundness of accounting systems and policies and compliance with generally accepted accounting principles in preparing financial statements – chiefly the income statement, balance sheet and statements of cash flow and equity. The auditor certifies that there are no material errors or omissions, and that the financial statements are compliant with requirements. Technology can transform this process to...</p> </div> <a href="https://robertkugel.isg-one.com/the-continuous-audit-improves-quality-and-efficiency"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-one.com/topic/digital-finance">digital finance</a>, <a href="https://robertkugel.isg-one.com/topic/consolidate-close-report">Consolidate/Close/Report</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/our-focus-on-close-consolidate-and-report-in-finance">Our Focus on Close, Consolidate and Report in Finance</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">14 March 2023 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png?width=200&name=Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png?width=100&name=Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png?width=200&name=Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png?width=300&name=Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png?width=400&name=Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png?width=500&name=Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png?width=600&name=Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>For 2023, the Office of Finance practice of Ventana Research introduced Close, Consolidate and Report as one of its six focus areas. The change reflects the recent evolution of technology that supports this part of the finance department calendar. Ventana Research expects that the increasing investment in software to streamline these processes will, by 2026, result in two-thirds of finance and accounting departments improving their use of readily available technology to close quarterly books...</p> </div> <a href="https://robertkugel.isg-one.com/our-focus-on-close-consolidate-and-report-in-finance"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-one.com/topic/digital-finance">digital finance</a>, <a href="https://robertkugel.isg-one.com/topic/consolidate-close-report">Consolidate/Close/Report</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/accounts-payable-automation-is-more-valuable-than-you-think">Accounts Payable Automation is More Valuable Than You Think</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">10 March 2023 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png?width=200&name=Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png?width=100&name=Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png?width=200&name=Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png?width=300&name=Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png?width=400&name=Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png?width=500&name=Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png?width=600&name=Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>We added purchasing, sourcing and payments to our core <a href="https://www.ventanaresearch.com/officeoffinance" rel="noopener" target="_blank"><span style="text-decoration: underline;">Office of Finance focus areas</span></a> this year to reflect new and important opportunities to use technology to gain effectiveness through greater efficiency. Doing a better job of record-keeping and organizing paperwork – especially in a minutiae-laden process like source-to-pay – may seem trivial. Yet digitally transforming core business processes became essential as the pandemic required organizations to lock down in early 2020, and the need to...</p> </div> <a href="https://robertkugel.isg-one.com/accounts-payable-automation-is-more-valuable-than-you-think"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-one.com/topic/erp-and-continuous-accounting">ERP and Continuous Accounting</a>, <a href="https://robertkugel.isg-one.com/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/our-focus-on-purchasing-sourcing-and-payments-in-2023">Our Focus on Purchasing, Sourcing and Payments in 2023</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">08 March 2023 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png?width=200&name=Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png?width=100&name=Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png?width=200&name=Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png?width=300&name=Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png?width=400&name=Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png?width=500&name=Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png?width=600&name=Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p><span data-contrast="auto">Digitally transforming core business processes became essential as organizations locked down in early 2020 because of the pandemic and the need to operate remotely presented a set of new challenges that were best addressed by software. Especially in the areas of sourcing, purchasing and payments, software has the ability to streamline processes, shorten process cycles, reduce unnecessary costs, provide greater visibility into cash flows, increase control and improve results. Digitizing...</span></p> </div> <a href="https://robertkugel.isg-one.com/our-focus-on-purchasing-sourcing-and-payments-in-2023"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/erp">ERP</a>, <a href="https://robertkugel.isg-one.com/topic/office-of-finance">Office of Finance</a>, <a href="https://robertkugel.isg-one.com/topic/continuous-supply-chain">continuous supply chain</a>, <a href="https://robertkugel.isg-one.com/topic/digital-finance">digital finance</a>, <a href="https://robertkugel.isg-one.com/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments</a> <hr> </div>  <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://robertkugel.isg-one.com/foundational-blockchain-founders-as-tradelens-shuts-down">Foundational Blockchain Founders as TradeLens Shuts Down</a></h2> <div class="author-meta"> Posted by <a href="https://robertkugel.isg-one.com/author/robert-kugel"> Robert Kugel </a> on <span class="post-date">02 March 2023 </span> </div>  <hr> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://robertkugel.isg-one.com/hs-fs/hubfs/Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png?width=200&name=Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png" width="200" !important: srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png?width=100&name=Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png?width=200&name=Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png?width=300&name=Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png 300w, https://robertkugel.isg-one.com/hs-fs/hubfs/Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png?width=400&name=Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png 400w, https://robertkugel.isg-one.com/hs-fs/hubfs/Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png?width=500&name=Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png 500w, https://robertkugel.isg-one.com/hs-fs/hubfs/Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png?width=600&name=Foundational_Blockchain_Founders_as_TradeLens_Shuts_Down.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>Maersk is closing its <a href="https://www.tradelens.com/" rel="noopener" target="_blank"><span style="text-decoration: underline;">TradeLens</span></a> joint venture with IBM that began in 2018. It was intended to enable port operators, customs authorities, freight forwarders and importers to track containers and their contents. The system was designed to substantially reduce the inefficiencies and delays created by paper-based systems used for customs, trade finance, tariffs and taxes as well as supply chain and logistics management. The initiative was designed to cut supply chain latency by reducing the time...</p> </div> <a href="https://robertkugel.isg-one.com/foundational-blockchain-founders-as-tradelens-shuts-down"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://robertkugel.isg-one.com/topic/operations-supply-chain">Operations & Supply Chain</a>, <a href="https://robertkugel.isg-one.com/topic/blockchain">blockchain</a>, <a href="https://robertkugel.isg-one.com/topic/continuous-supply-chain">continuous supply chain</a>, <a href="https://robertkugel.isg-one.com/topic/operational-data-platforms">operational data platforms</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); } }; // Category filters $('.all').click( function() { checkClass(); }); // Active tag $('.bttn').click(function(){ $('.bttn').removeClass('active'); $(this).addClass('active'); }) </script> </div> <div class="blog-numeric-pagination span12 ">   </div> </div> <div class="blog-sidebar">   <style> .blog-sidebar h3 { font-size: 18px; margin-bottom: 30px; position: relative; color: var(--light_blue); padding-top:40px; } .btn-secondary, .filter-expand-link { text-transform: uppercase; background-color: #113049!important; border-color: #113049!important; color: #ffffff!important; transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 500; text-decoration: none; font-size: 0.875rem; line-height: 1.4000000000000001rem; border-radius: 6px; height: 3.5rem; text-align: center; padding: 0 2.8125rem; border: 1px solid; display: -webkit-inline-box; display: -ms-inline-flexbox; display: inline-flex; -webkit-box-align: center; -ms-flex-align: center; align-items: center; } .filter-expand-link { text-transform: uppercase; background-color: #113049!important; border-color: #113049!important; color: #ffffff!important; transition: all .15s ease-in-out; animation-timing-function: ease-in-out; font-family: 'Open Sans', sans-serif; font-style: normal; font-weight: 500; text-decoration: none; font-size: 0.875rem; line-height: 1.4000000000000001rem; border-radius: 6px; height: 3.5rem; text-align: center; padding: 0 2.8125rem; border: 1px solid; display: -webkit-inline-box; display: -ms-inline-flexbox; display: inline-flex; -webkit-box-align: center; -ms-flex-align: center; align-items: center; } </style> <span class="hs-cta-wrapper" id="hs-cta-wrapper-960cd0b7-7494-40d3-ac1c-5825d5a075be"><span class="hs-cta-node hs-cta-960cd0b7-7494-40d3-ac1c-5825d5a075be" id="hs-cta-960cd0b7-7494-40d3-ac1c-5825d5a075be"><a href="https://cta-redirect.hubspot.com/cta/redirect/2035844/960cd0b7-7494-40d3-ac1c-5825d5a075be"><img class="hs-cta-img" id="hs-cta-img-960cd0b7-7494-40d3-ac1c-5825d5a075be" style="border-width:0px;" src="https://no-cache.hubspot.com/cta/default/2035844/960cd0b7-7494-40d3-ac1c-5825d5a075be.png" alt="JOIN OUR COMMUNITY"></a></span><script charset="utf-8" src="https://js.hscta.net/cta/current.js"></script><script type="text/javascript"> hbspt.cta.load(2035844, '960cd0b7-7494-40d3-ac1c-5825d5a075be', {"useNewLoader":"true","region":"na1"}); </script></span> <span id="hs_cos_wrapper_module_1495215326694198" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h3 style="color: var(--light_blue);">Our Analyst Perspective Policy</h3> <ul> <li style="display: none; list-style: none;"> <p>Ventana Research’s Analyst Perspectives are fact-based analysis and guidance on business, <g class="gr_ gr_12 gr-alert gr_gramm gr_inline_cards gr_run_anim Punctuation only-ins replaceWithoutSep" id="12" data-gr-id="12">industry</g> and technology vendor trends. 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srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=50&name=Menninger.David%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=100&name=Menninger.David%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=150&name=Menninger.David%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=200&name=Menninger.David%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=250&name=Menninger.David%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Menninger.David%20Pic.Circle.png?width=300&name=Menninger.David%20Pic.Circle.png 300w"> <h5 class="analyst_name">David Menninger</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://jefforr.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png" alt="Jeff Orr" width="100" data-constrained="true" caption="false" srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=50&name=Orr.Jeff.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=100&name=Orr.Jeff.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=150&name=Orr.Jeff.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=200&name=Orr.Jeff.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=250&name=Orr.Jeff.Circle.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Orr.Jeff.Circle.png?width=300&name=Orr.Jeff.Circle.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">Jeff Orr</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://keithdawson.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png" alt="Keith Dawson" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=50&name=Dawson.Keith%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=100&name=Dawson.Keith%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=150&name=Dawson.Keith%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=200&name=Dawson.Keith%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=250&name=Dawson.Keith%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Dawson.Keith%20Pic.Circle.png?width=300&name=Dawson.Keith%20Pic.Circle.png 300w"> <h5 class="analyst_name">Keith Dawson</h5> </a> </div> <div class="span6" style="text-align:center;"> <a href="https://marksmith.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png" alt="Mark Smith" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=50&name=Smith.Mark%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=100&name=Smith.Mark%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=150&name=Smith.Mark%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=200&name=Smith.Mark%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=250&name=Smith.Mark%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Smith.Mark%20Pic.Circle.png?width=300&name=Smith.Mark%20Pic.Circle.png 300w"> <h5 class="analyst_name">Mark Smith</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://mattaslett.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png" alt="Matt Aslett" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=50&name=Aslett.Matt%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=100&name=Aslett.Matt%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=150&name=Aslett.Matt%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=200&name=Aslett.Matt%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=250&name=Aslett.Matt%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Aslett.Matt%20Pic.Circle.png?width=300&name=Aslett.Matt%20Pic.Circle.png 300w"> <h5 class="analyst_name">Matt Aslett</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://matthewbrown.isg-research.net/"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&name=profile_vr_matthew_brown_circle_900x900.png" alt="Matthew Brown" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=50&name=profile_vr_matthew_brown_circle_900x900.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=100&name=profile_vr_matthew_brown_circle_900x900.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=150&name=profile_vr_matthew_brown_circle_900x900.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=200&name=profile_vr_matthew_brown_circle_900x900.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=250&name=profile_vr_matthew_brown_circle_900x900.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/profile_vr_matthew_brown_circle_900x900.png?width=300&name=profile_vr_matthew_brown_circle_900x900.png 300w"> <h5 class="analyst_name">Matthew Brown</h5> </a> </div> </div>   <div class="row-fluid"> <div class="span6" style="text-align: center;"> <a href="https://robertkugel.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png" alt="Robert Kugel" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=50&name=Kugel.Robert%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=100&name=Kugel.Robert%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=150&name=Kugel.Robert%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=200&name=Kugel.Robert%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=250&name=Kugel.Robert%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Kugel.Robert%20Pic.Circle.png?width=300&name=Kugel.Robert%20Pic.Circle.png 300w"> <h5 class="analyst_name">Robert Kugel</h5> </a> </div> <div class="span6" style="text-align: center;"> <a href="https://stephenhurrell.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png" alt="Stephen Hurrell" width="100" data-constrained="true" caption="false" sizes="(max-width: 100px) 100vw, 100px" srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=50&name=Hurrell.Stephen%20Pic.Circle.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=100&name=Hurrell.Stephen%20Pic.Circle.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=150&name=Hurrell.Stephen%20Pic.Circle.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=200&name=Hurrell.Stephen%20Pic.Circle.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=250&name=Hurrell.Stephen%20Pic.Circle.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/_images/_team/Hurrell.Stephen%20Pic.Circle.png?width=300&name=Hurrell.Stephen%20Pic.Circle.png 300w"> <h5 class="analyst_name">Stephen Hurrell</h5> </a> </div> </div>   <div class="row-fluid">  <div style="text-align: center;"> <a href="https://blog.isg-research.net"> <img class="analyst_img" style="width: 100px;" src="https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png" alt="ISG Software Research" width="100" data-constrained="true" caption="false" srcset="https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=50&name=ISG_Bug_Reverse_Transparent.png 50w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=100&name=ISG_Bug_Reverse_Transparent.png 100w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=150&name=ISG_Bug_Reverse_Transparent.png 150w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=200&name=ISG_Bug_Reverse_Transparent.png 200w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=250&name=ISG_Bug_Reverse_Transparent.png 250w, https://robertkugel.isg-one.com/hs-fs/hubfs/ISG_Bug_Reverse_Transparent.png?width=300&name=ISG_Bug_Reverse_Transparent.png 300w" sizes="(max-width: 100px) 100vw, 100px"> <h5 class="analyst_name">ISG Software Research</h5> </a> </div> </div>  </div> <div id="hs_cos_wrapper_module_1552944263900179" class="hs_cos_wrapper 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href="https://robertkugel.isg-one.com/archive/2015/03">March 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2015/02">February 2015 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2015/01">January 2015 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/12">December 2014 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/11">November 2014 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/10">October 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/09">September 2014 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/08">August 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/07">July 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/06">June 2014 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/05">May 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/04">April 2014 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/03">March 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/02">February 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2014/01">January 2014 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/12">December 2013 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/11">November 2013 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/10">October 2013 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/09">September 2013 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/08">August 2013 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/07">July 2013 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/06">June 2013 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/05">May 2013 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/04">April 2013 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/03">March 2013 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/02">February 2013 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2013/01">January 2013 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/12">December 2012 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/11">November 2012 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/10">October 2012 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/09">September 2012 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/08">August 2012 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/07">July 2012 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/06">June 2012 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/05">May 2012 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/04">April 2012 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/03">March 2012 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/02">February 2012 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2012/01">January 2012 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/12">December 2011 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/11">November 2011 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/10">October 2011 <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/09">September 2011 <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/07">July 2011 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/06">June 2011 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/05">May 2011 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/04">April 2011 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/03">March 2011 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/02">February 2011 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2011/01">January 2011 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2010/12">December 2010 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2010/11">November 2010 <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/archive/2010/06">June 2010 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> </span> <span id="hs_cos_wrapper_post_filter" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_post_filter" style="" 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href="https://robertkugel.isg-one.com/topic/business-process-execution">business process execution <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/business-process-management">Business Process Management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/business-suite">Business Suite <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/business-technology">Business Technology <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/business-value">business value <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/candidate-engagement">candidate engagement <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/capital-adequacy">capital adequacy <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/capital-budget">capital budget <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/capital-markets">capital markets <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/capital-spending">capital spending <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cash-management">cash management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ceo">CEO <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ceo-cfo-financial-performance-management-forecasti">CEO, CFO, Financial Performance Management, Foreca <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cfo">CFO <span class="filter-link-count" dir="ltr">(141)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/challenge">challenge <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/channel">channel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/chargebacks">chargebacks <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/chart-of-accounts">chart of accounts <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/chatter">Chatter <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/chief-risk-officer">Chief Risk Officer <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cio">CIO <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/clarity-systems">Clarity Systems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/close">close <span class="filter-link-count" dir="ltr">(43)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/closed-loop">closed loop <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/closing">closing <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cloud-computing">Cloud Computing <span class="filter-link-count" dir="ltr">(122)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cloud-erp">cloud ERP <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/coda">CODA <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cognitive-computing">Cognitive Computing <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cognos">Cognos <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/collaboration">Collaboration <span class="filter-link-count" dir="ltr">(32)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/collaborative-conversational-computing">Collaborative & Conversational Computing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/collaborative-computing">collaborative computing <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/commission">commission <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/communications">communications <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/compensation">Compensation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/competition">competition <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/complex-event-processing">Complex Event Processing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/compliance">compliance <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/composite-document">Composite document <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/composite-software">Composite Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/computing">computing <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/concur">Concur <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/connectwise">ConnectWise <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/connotate">Connotate <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/consolidate-and-close-management">Consolidate and Close Management <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/consolidate-close-report">Consolidate/Close/Report <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/consolidating">consolidating <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/consolidation">Consolidation <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/consulting">Consulting <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/contact-center">Contact Center <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/container">container <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/content-management">Content Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/contingency">contingency <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/contingency-planning">contingency planning <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/continuous-accounting">Continuous Accounting <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/continuous-improvement">continuous improvement <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/continuous-payroll">Continuous Payroll <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/continuous-planning">Continuous Planning <span class="filter-link-count" dir="ltr">(52)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/continuous-supply-chain">continuous supply chain <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/continuous-supply-chain-erp">Continuous Supply Chain & ERP <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/contract">contract <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/contract-management">contract management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/control">control <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/controller">Controller <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/controller-2">controller <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/controls">controls <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/conversational-computing">Conversational Computing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/coo">COO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/corporate-finance">Corporate Finance <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/corporate-governance">Corporate Governance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cost-management">Cost Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/costing">costing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cpq">CPQ <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/credit">credit <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/crisis">crisis <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/crm">CRM <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/crm-customer-service">CRM customer service <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cro">CRO <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/cryptic">cryptic <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/currency">currency <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer">Customer <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer-analytics">Customer Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer-engagement">Customer Engagement <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer-experience">Customer Experience <span class="filter-link-count" dir="ltr">(34)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer-experience-management">Customer Experience Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer-life-cycle">customer life cycle <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer-performance-management-cpm">Customer Performance Management (CPM) <span class="filter-link-count" dir="ltr">(87)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/customer-service">Customer Service <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dashboard">dashboard <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dashboards">Dashboards <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data">Data <span class="filter-link-count" dir="ltr">(39)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data-governance">Data Governance <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data-integration">Data Integration <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data-lake">Data Lake <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data-management">Data Management <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data-operations">data operations <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data-preparation">Data Preparation <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data-science">Data Science <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/data-warehousing">Data Warehousing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/database">Database <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/datawatch">Datawatch <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/debt">debt <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/decision">decision <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/decision-hub">Decision Hub <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/demand-chain">Demand Chain <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/demand-management">demand management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/demand-planning">Demand Planning <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/design">design <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/development">development <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/digital-applications">Digital Applications <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/digital-business">Digital Business <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/digital-commerce">Digital Commerce <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/digital-finance">digital finance <span class="filter-link-count" dir="ltr">(108)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/digital-marketing">Digital Marketing <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/digital-technology">Digital Technology <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/digital-transformation">Digital transformation <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/distribution">distribution <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/document-management">Document Management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dodd-frank">Dodd-Frank <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dreamforce">Dreamforce <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/driver-based">driver-based <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/driver-based-planning">driver-based planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dynamics">Dynamics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dynamics-ax">Dynamics AX <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dynamics-gp">Dynamics GP <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/dynamics-nav-dynamics-sl">Dynamics NAV Dynamics SL <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/e-discovery">e-discovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/edi">EDI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ediscovery">eDiscovery <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/effectiveness">effectiveness <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/embedded-analytics">embedded analytics <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/end-to-end">end-to-end <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/enterprise-content-management">Enterprise Content Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/enterprise-profitability-management">enterprise profitability management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/enterprise-resource-planning">Enterprise Resource Planning <span class="filter-link-count" dir="ltr">(42)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/enterprise-risk-management">enterprise risk management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/enterprise-software">Enterprise Software <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/enterprise-spreadsheet">enterprise spreadsheet <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/enterprise-tax">Enterprise Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/environment-management">Environment Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/environmental">Environmental <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/epicor">Epicor <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/epiphany">Epiphany <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/equity-research">equity research <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/erm">ERM <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/erp">ERP <span class="filter-link-count" dir="ltr">(83)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/erp-and-continuous-accounting">ERP and Continuous Accounting <span class="filter-link-count" dir="ltr">(145)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/error">error <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/esg">ESG <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/essbase">Essbase <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/excel">Excel <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/executive">executive <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/expense">expense <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/expense-management">expense management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/extended-close">extended close <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/extended-reality">extended reality <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/exterro">Exterro <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fasb">FASB <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fast-close">Fast close <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fei">FEI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ferf-ceo">FERF CEO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/finance">finance <span class="filter-link-count" dir="ltr">(51)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/finance-analytics">Finance Analytics <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/finance-cloud">finance cloud <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/finance-financial-applications-financial-close">Finance Financial Applications Financial Close <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/finance-transformation">finance transformation <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial">financial <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-analytics">financial analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-applications">Financial Applications <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-close">Financial Close <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-consolidation-and-close-management">Financial Consolidation and Close Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-governance">Financial Governance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-management">Financial Management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-model">financial model <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-performance">Financial Performance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-performance-2">financial performance <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-performance-management">Financial Performance Management <span class="filter-link-count" dir="ltr">(224)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-performance-management-fpm">Financial Performance Management (FPM) <span class="filter-link-count" dir="ltr">(287)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-planning">financial planning <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-regulation">financial regulation <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-reporting">financial reporting <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-risk-management">financial risk management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-services">Financial Services <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-software">financial software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-standards">financial standards <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-statement">financial statement <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financial-systems">financial systems <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financialforce">FinancialForce <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financialforce-com">FinancialForce.com <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/financials">financials <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fms">FMS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/forecast">Forecast <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/forecasting">forecasting <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fpa">FP&A <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fpm">FPM <span class="filter-link-count" dir="ltr">(84)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fraud">Fraud <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/fusion-applications">Fusion Applications <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/gaap">GAAP <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/generative-ai">Generative AI <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/governance">Governance <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/governance-risk-and-compliance">Governance Risk and Compliance <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/governance-risk-compliance-grc">Governance, Risk & Compliance (GRC) <span class="filter-link-count" dir="ltr">(52)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/grc">GRC <span class="filter-link-count" dir="ltr">(51)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/grc-governance-risk-compliance-risk-management-wat">GRC, governance, risk, compliance, risk management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/green">Green <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/gui">GUI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/hana">HANA <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/hcm">HCM <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/hewlett-packard">Hewlett Packard <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/hospitality">Hospitality <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/host-analytics">Host Analytics <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/hr">HR <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/hrms">HRMS <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/human-capital-2">Human Capital <span class="filter-link-count" dir="ltr">(19)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/human-capital">Human Capital <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/human-capital-management">Human Capital Management <span class="filter-link-count" dir="ltr">(45)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/hyperion">Hyperion <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/iasb">IASB <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ibm">IBM <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ibm-business-analytics">IBM Business Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ibm-regulatory-compliance-analytics">IBM Regulatory Compliance Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ibp">IBP <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ifrs">IFRS <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ifrs16">IFRS16 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/in-memory">In-memory <span class="filter-link-count" dir="ltr">(24)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/in-memory-computing">In-Memory Computing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/infor">Infor <span class="filter-link-count" dir="ltr">(25)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/informatica">Informatica <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/information">Information <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/information-applications-ia">Information Applications (IA) <span class="filter-link-count" dir="ltr">(17)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/information-management">Information Management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/information-management-im">Information Management (IM) <span class="filter-link-count" dir="ltr">(50)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/information-technology">Information Technology <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/innovation-awards">Innovation Awards <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/intacct">Intacct <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/integrated-business-planning">Integrated Business Planning <span class="filter-link-count" dir="ltr">(38)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/intelligent-cx">Intelligent CX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/intelligent-marketing">intelligent marketing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/intelligent-sales">intelligent sales <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/intercompany-financial-management">Intercompany Financial Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/internal-audit">Internal Audit <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/international-finance">International Finance <span 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href="https://robertkugel.isg-one.com/topic/jonova">Jonova <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kapow">Kapow <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kenandy">Kenandy <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kinaxis">Kinaxis <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kofax">Kofax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kri">KRI <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/kyriba-financial-performance-management">Kyriba 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href="https://robertkugel.isg-one.com/topic/longview">LongView <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/machine-learning">Machine Learning <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/machine-learning-and-cognitive-computing">Machine Learning and Cognitive Computing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/management">Management <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/manufacturing">Manufacturing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/marketing">Marketing <span class="filter-link-count" dir="ltr">(18)</span></a> 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href="https://robertkugel.isg-one.com/topic/mro">MRO <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/natural-language-processing">natural language processing <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/navetti">Navetti <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/netsuite">NetSuite <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/netsuite-openai">NetSuite OpenAi <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/nomis-solutions">Nomis Solutions <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/office-of-finance">Office of Finance <span class="filter-link-count" dir="ltr">(433)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/open-source-software">Open Source Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/open-world">Open World <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/openpages">OpenPages <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/openworld">OpenWorld <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/operational-data-platforms">operational data platforms <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/operational-intelligence">Operational Intelligence <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/operational-performance-management-opm">Operational Performance Management (OPM) <span class="filter-link-count" dir="ltr">(172)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/operations">Operations <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/operations-supply-chain">Operations & Supply Chain <span class="filter-link-count" dir="ltr">(33)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/oracle">Oracle <span class="filter-link-count" dir="ltr">(28)</span></a> </li> <li style="display:none;"> <a 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href="https://robertkugel.isg-one.com/topic/performance-management">Performance Management <span class="filter-link-count" dir="ltr">(54)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/perillon">Perillon <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/planmill">PlanMill <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/planning">Planning <span class="filter-link-count" dir="ltr">(84)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/planview">Planview <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/plex">Plex <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a 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dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/purchasing">purchasing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/purchasing-sourcing-payments">Purchasing/Sourcing/Payments <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/pv-accelerator">PV Accelerator <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/qad">QAD <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/quantrix">Quantrix <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/real-estate">real estate <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/real-time">Real-time <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/reconcile">reconcile <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/reconciliation">Reconciliation <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/recurring-revenue">Recurring Revenue <span class="filter-link-count" dir="ltr">(16)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/reporting">Reporting <span class="filter-link-count" dir="ltr">(74)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/reporting-xbrl-ixbrl-document-management">Reporting, XBRL, iXBRL, document management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/research">Research <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/revenue">Revenue <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/revenue-and-lease-accounting">revenue and lease accounting <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/revenue-management">Revenue Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/revenue-performance">Revenue Performance <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/revenue-performance-management">Revenue Performance Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/revenue-recognition">revenue recognition <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/revenue-lease-and-tax-accounting">Revenue, Lease and Tax Accounting <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/risk">Risk <span class="filter-link-count" dir="ltr">(33)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/risk-analytics">Risk Analytics <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/robotic-automation">robotic automation <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/robotic-finance">robotic finance <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/robotic-process-automation">Robotic Process Automation <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/roi">ROI <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sop">S&OP <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/saas">SaaS <span class="filter-link-count" dir="ltr">(21)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sage">Sage <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sage-software">Sage Software <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales">Sales <span class="filter-link-count" dir="ltr">(49)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-and-forecasting">Sales and Forecasting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-and-operations-planning">Sales and Operations Planning <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-enablement">sales enablement <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-enablement-and-execution">Sales Enablement and Execution <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-engagement">Sales Engagement <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-forecasting">Sales Forecasting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-operations">Sales Operations <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-performance-management">Sales Performance Management <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-performance-management-spm">Sales Performance Management (SPM) <span class="filter-link-count" dir="ltr">(131)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-planning">Sales Planning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-planning-and-analytics">Sales Planning and Analytics <span class="filter-link-count" dir="ltr">(13)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sales-tax">Sales Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/salesforce-com">Salesforce.com <span class="filter-link-count" dir="ltr">(18)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sap">SAP <span class="filter-link-count" dir="ltr">(22)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sarbanes-oxley">Sarbanes Oxley <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sas">SAS <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sasb">SASB <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/scm">SCM <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/scm-demand-planning">SCM Demand Planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/scout-rfp">Scout RFP <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sec">SEC 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class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/signal-demand">Signal Demand <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/smart-financial-close">Smart Financial Close <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/smart-manufacturing">Smart Manufacturing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/smb">SMB <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/social">Social <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/social-collaboration">Social Collaboration <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/social-media">Social Media <span class="filter-link-count" dir="ltr">(29)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/software">Software <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sourcing">sourcing <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sox">SOX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/spm">SPM <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/spreadsheets">Spreadsheets <span class="filter-link-count" dir="ltr">(10)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/spss">SPSS <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/star-analytics">Star Analytics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/statistics">Statistics <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/stratahadoop">Strata+Hadoop <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/streaming-data-events">Streaming Data & Events <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/subscription-management">Subscription Management <span class="filter-link-count" dir="ltr">(8)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sungard">Sungard <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sunsystems">Sunsystems <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/supplier-relationship-management">supplier relationship management <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/supply-chain">Supply Chain <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/supply-chain-management">supply chain management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/supply-chain-performance-management-scpm">Supply Chain Performance Management (SCPM) <span class="filter-link-count" dir="ltr">(92)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/supply-chain-planning">Supply Chain Planning <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sustainability">Sustainability <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/sustainability-management">Sustainability Management <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tagetik">Tagetik <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/talent-management">Talent Management <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tax">Tax <span class="filter-link-count" dir="ltr">(36)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tax-compliance">tax compliance <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tax-data-warehouse-thomson-reuters-multinational">tax data warehouse Thomson-Reuters multinational <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tax-optimization">tax optimization <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tax-planning">tax planning <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tax-software">Tax Software <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tax-datawarehouse">Tax-Datawarehouse <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tax-tax-provision-transfer-pricing">tax; tax provision; transfer pricing <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/thomson-reuters-multinational">Thomson-Reuters multinational <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tidemark">Tidemark <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/tm1">TM1 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/total-compensation-management">Total Compensation Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/training">Training <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/treasury">Treasury <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ui">UI <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/unanet-technologies">Unanet Technologies <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/uncategorized">Uncategorized <span class="filter-link-count" dir="ltr">(27)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/unit4">Unit4 <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/us-gaap">US-GAAP <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/us-gaap-accounting">US-GAAP accounting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/ux">UX <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/value-index">Value Index <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/value-added-tax">Value-Added Tax <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/vat">VAT <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/vendavo">Vendavo <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/vendavo-price-pricing-optimization-revenue-custome">Vendavo, price, pricing, optimization, revenue, cu <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/vertex">Vertex <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/virtual-audit">virtual audit <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://robertkugel.isg-one.com/topic/virtual-close">virtual close <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li 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src="https://robertkugel.isg-one.com/hs-fs/hub/2035844/hub_generated/template_assets/94278782902/1725882474552/Ventana_Research_2023/Ventana_Research_2023_child.min.js"></script> <script> var hsVars = hsVars || {}; hsVars['language'] = 'en-us'; </script> <script src="/hs/hsstatic/cos-i18n/static-1.53/bundles/project.js"></script> <script src="https://robertkugel.isg-one.com/hs-fs/hub/2035844/hub_generated/module_assets/90531062927/1702386872146/module_90531062927_Header-Global.min.js"></script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Now with the Miracle Ingredient AI!", "mainEntityOfPage": "https://robertkugel.isg-one.com/now-with-the-miracle-ingredient-ai", "datePublished": "30/03/2023", "dateModified": "30/03/2023", "articleBody": "Early last December, just before ChatGPT became the new, bright, shiny object, The Economist magazine ran a story proclaiming that we had finally arrived at the age of boring artificial intelligence (AI). From my perspective, it’s unfortunate that didn’t last and that AI has been relegated back to the buzzword league. AI will be an increasingly important feature of business software through the end of this decade. Ventana Research asserts that by 2026, almost all vendors of software designed for finance organizations will have incorporated some AI capabilities to reduce workloads and improve performance. The same observation applies, to some significant degree, to other parts of an enterprise, so it’s important for people in operational roles to understand what AI can and cannot do. It’s also important for vendors to clearly and concretely communicate what they mean when they say, “AI-enabled.” Moreover, I prefer the alternative term “augmented intelligence” because it emphasizes that these systems enhance — rather than replace — the capabilities of the humans employing them, especially through improved decision-making and by eliminating the need to perform repetitive work. Buzzwords can be great for communicating a lot with a little. When overused, however, they often are employed to conceal rather than reveal, and then they obstruct communication and breed mistrust. Already, the frenzy over generative AI has some people dismissing AI generally as another example of technology in search of a mission. For that reason, it’s important for business software vendors to educate their prospects and customers (as well as their sales, marketing and customer success people) in concrete terms about how their AI capabilities and roadmap can help. Because when everything is “AI” or “AI-enabled,” artificial intelligence isn’t WOW, it’s just more blah-blah-blah to be tuned out or treated with suspicion by people who don’t understand the technology (which is a majority of them). The scope of applicable uses for AI in business is vast, some of which are either in use for business today or will be shortly, while others are highly speculative or only will be practical at some undetermined time. I wrote about five well-within-reach use cases for business-focused AI capabilities last year, which you can find here. Briefly these are: Accelerating forecasting and planning while reducing bias. Automating analytics production to enable more time for analysis and thought. Providing task supervision to spot data and information input errors. Adding recommendations to facilitate decision-making. Automating commentary to enhance reporting. Because all of the above activities are hardly headline-grabbing, and the conversation around AI tends to focus on those potential uses that are the most complex, the general public harbors misconceptions that make it difficult for business software vendors to communicate effectively about the practical benefits of their offerings that use AI. For example, most of the vendors’ offerings don’t require the user to have a data scientist on staff. That’s because the vendors hired data scientists to build AI capabilities into their products so that the user doesn’t have to. And, in any case, the algorithms — especially those that are used in time-series analysis frameworks — are mainly well-established. In that vein, while public discussions about the potential of AI tend to focus on the most complex challenges that may someday be handled by AI, there are many existing examples of simple applications of AI that are extremely practical, useful and available today, which can have a significant, positive impact on business operations. AI can be trained to look at amounts or text strings in multiple contexts and question the entry if it doesn’t seem right. The payoff from preventing errors and omissions from entering the system in the first place can be significant because preventing these mistakes cuts the considerable amount of time that the staff routinely devotes to finding and correcting them. AI offers a significant improvement over old-school, hardwired, data-validation routines that are time-consuming and tedious to set up and just as difficult to change as businesses evolve. This is because AI can apply relatively simple forms of machine learning (ML) to dynamically determine over time the normal bounds of values for a given data field while taking into account potentially subtle conditions such as a specific customer, product or sequence of transactions. This enables organizations to achieve accuracy and reduce risk with less effort and enables workers to spend more of their time doing things that make better use of their training, experience and judgement. Similarly, those entering some event or transaction often are required to add comments that will be helpful to others further on in a process or at a later date, to provide important context. However, compliance can be spotty. Natural language processing (NLP) engines can be pointed to these types of entries to spot a sequence of random letters and numbers entered and, depending on the specifics of the task, determine whether the information in that data field is complete. Alternatively, a form of generative AI can provide users with shortcuts that simplify the task. The rise of AI-consciousness has fostered fears that robots will take over jobs once held by humans. More likely, though, AI will take the tedious, robotic work out of jobs that today require the management of minute details, including accounting, supply chain management, purchasing and sales operations, among many others. Moreover, rather than operating in full autonomous mode, AI-enabled systems can be trained to act automatically when there’s a high degree of certainty in the results the system generates but require individuals to make decisions when there’s enough uncertainty about the result or where conditions warrant, as in the case of large amounts of units or money. A lack of understanding of the true capabilities and limits of AI in specific uses has bred worry of malign impacts from the technology. Besides fear that it will make some jobs obsolete, there’s justifiable worry about a lack of transparency in black box systems and the potential for biased decision-making. However, software vendors already have experience designing systems that can provide transparency. And those who advocate deploying finance AI systems must be prepared to counter unwarranted concerns of unintended bias of the social sort. For most use cases (such as reading paper invoices or allocating inventory to customers), there are no broader social implications. Moreover, especially in business forecasting, the system is likely to reduce bias and lead to better and more objective decision-making. My focus here is on the small but important application of AI that may sound trivial and lacks sizzle but will have a significant impact on streamlining work, increasing efficiency, making some jobs more attractive to younger people entering the workforce. Vendors should focus on demystifying AI for an audience that largely doesn’t understand technology and harbors mistrust of AI because while plain speaking might diminish the mystique of AI, it will certainly build trust. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/Now_with_the_Miracle_Ingredient_AI.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Close Automation is Essential for Digital Finance Transformation", "mainEntityOfPage": "https://robertkugel.isg-one.com/close-automation-is-essential-for-digital-finance-transformation", "datePublished": "28/03/2023", "dateModified": "28/03/2023", "articleBody": "As a rule, I dislike terms like “digital finance transformation” because there’s a wave-the -magic-wand quality to it that obscures the not-so-simple people and process elements necessary for true transformation. Six of the most common – and expensive – words used in an accounting department are “we’ve always done it this way.” Persuading staff to change can be a struggle, even if change makes their jobs easier and more rewarding. Moreover, digital transformation must cover the data elements as well as the process because manual data management is not only time-consuming at the data preparation stage, but it also creates the need for downstream reconciliations and other tasks to ensure accuracy. Software that automates the full scope of the accounting close, including reconciliations, consolidation and reporting, has grown more capable and affordable over the past five years. We added close, consolidate and report to our Office of Finance Market Agenda this year to highlight its growing importance. By enabling consistent process management that captures best practices and by automating rote, repetitive activities to boost staff productivity, these applications enable organizations to shorten the close, make the process more efficient and reduce the risk of material errors by strengthening accounting controls. As accounting departments have learned since 2020, close automation software helps ensure business continuity under any circumstance, especially as performing the close virtually via remote workforces becomes more commonplace. One important benefit of close automation is that it accelerates the process. Our Smart Close Dynamic Insights research found a correlation between the degree of automation and how soon an organization closes its books: 69% that have automated substantially all or many close processes are able to finish within six business days, compared to 29% that have automated some or none of the processes. Automation reduces staff hours required to complete the close and can eliminate the need for overtime and temporary staff hours. Having software-managed workflows enables accounting departments to standardize processes that conform to best practices. As our Fast Close Benchmark Research demonstrated, this control promotes efficiency: We found that 71% of organizations that were able to shorten the close did so by controlling the process effectively and consistently. Manual systems built around electronic spreadsheets were once the common approach to handling the close, probably because this was very similar to paper-based methods. However, over the past decade, there has been a decisive shift to substantially increase the use of automation and virtualize the close. Departments are coming to grips with the fact that desktop spreadsheets circulating as email attachments are too difficult to track and govern. They are becoming tired of endlessly tweaking an old consolidation system or using spreadsheets to paper over the inadequacies of the enterprise resource planning system’s consolidation process. Ventana Research asserts that by 2026, one-half of midsize and larger organizations will use close management software to speed the close and achieve greater control of the process. As finance and accounting departments digitize, they need affordable software to orchestrate and supervise how that work is performed. For the department to perform well, controllers and chief accounting officers need to avoid spending excessive time chasing details and instead focus their energy on consequential matters. They need software that ensures processes are started and completed on time, managing approvals and sign-offs. And they need software that requires their attention on details only when necessary. Finance and accounting departments need workflow software to define, orchestrate and supervise the entire close process. This ensures that all the key tasks are completed, reviewed when necessary, and approved by all that must be involved. The process loses less time to poor coordination and dropped handoffs since the software automatically generates reminders that tasks must be started or are overdue. Controllers and chief financial officers can monitor progress and receive alerts and comments when snags appear, and the workflow manages approvals and sign-offs, recording when these take place and by whom. For many midsize organizations, this formal process and documentation will represent a higher level of control than currently in place. Investing in consolidated close and report automation software achieves important benefits that enhance the organization’s effectiveness by speeding the close and improving departmental efficiency. Just saving time isn’t top of mind: Organizations say the most important reason for accelerating the close is to have more time for analysis (37%), get financial information out (33%) and get information to management (27%). Closing sooner and automating manual tasks also frees up staff time for more thorough analysis and reporting and promotes organizational agility, enabling decisions and actions to be made sooner. Software also strengthens an organization’s accounting and financial statement integrity. Our research shows that 40% of organizations use desktop spreadsheets to manage the post-close and consolidation processes. This is problematic because manual processes supported by desktop spreadsheets are inefficient and pose serious control issues. Spreadsheets are error prone, and it’s not easy to verify their accuracy. Control is a key characteristic of a well-managed finance department, but when staff are overworked and stressed, the likelihood of lapses in control increase. As an organization expands, the growing number of accounts, entities and transactions — and the amplified organizational complexity — all increase the probability of errors and risk. For growing organizations, maintaining the integrity of accounting processes and systems grows more difficult as businesses become more complex. Automated workflows, approvals, controls and escalations address this challenge by promoting financial control and financial statement integrity. The system documents processes, and records that these processes were followed, reviewed and approved. The data collected by such systems also facilitates audits because all activity — especially exceptions — is easily discoverable. Plus, attracting and retaining the most competent and motivated finance and accounting staff will become increasingly difficult without automation. This type of recruitment must be a priority for executives who want to build a winning team and a successful organization. Along with using workflows to improve process execution, an organization’s first efforts — if not already underway — should include automating account and bank reconciliations. Manual reconciliation of these items is time-consuming, tedious and increasingly outmoded. This approach cuts the time spent by, for example, skipping accounts that haven’t changed or have zero balances. This allows accountants to pay closer attention to accounts where there are discrepancies. Bank reconciliations take data feeds from all bank accounts and, using rules, match these to entries from ERP systems. The software should include standard templates and manage reviews and approvals while incorporating supporting documentation. Here too, creating and retaining evidence that the work was completed, reviewed and approved — and that amounts tied —adds a necessary level of control for a midsize organization. Although not every organization needs dedicated consolidation software, our research found that 40% of midsize and larger organizations mainly use spreadsheets for this task, including those with ERP systems from multiple vendors or multiple instances from a single vendor — usually because of different charts of account — or those with complex legal entity structures. Those organizations should consider the benefits of using a dedicated application. Organizations that use an ERP system’s consolidation functionality (31% of midsize organizations and 21% of larger entities) should assess whether dedicated software can do the job faster and with greater control. I recommend that chief financial officers and controllers assess their current close and post-close processes to determine how automation can improve their department’s performance. Organizations that take more than a business week to close the books should examine how software can speed the process. Finance and accounting departments that spend time fighting fires rarely live up to their potential and usually do not support their organization as effectively as they could. Departments that rely on manual or desktop spreadsheet-based processes can easily fall behind in their daily work because they do not operate in the most efficient way possible. Growing midsize organizations can find that the increasing complexity of operations — and how to account for them — can manifest in problems that were previously masked. Justifying the investment can be very straightforward: Automation can cut workloads immediately and into the future, thus creating ongoing savings. Close management software can enhance controls, ensure compliance and reduce the time and money spent on audits. And software that shortens the close can enhance a growing organization’s agility by providing executives and managers with information sooner. CFOs and controllers of organizations of any size should investigate the value that software can bring to the close month after month and quarter after quarter. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/Close_Automation_is_Essential_for_Digital_Finance_Transformation.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "The Continuous Audit Improves Quality and Efficiency", "mainEntityOfPage": "https://robertkugel.isg-one.com/the-continuous-audit-improves-quality-and-efficiency", "datePublished": "22/03/2023", "dateModified": "22/03/2023", "articleBody": "An external audit examines an organization’s performance of accounting tasks. It validates the soundness of accounting systems and policies and compliance with generally accepted accounting principles in preparing financial statements – chiefly the income statement, balance sheet and statements of cash flow and equity. The auditor certifies that there are no material errors or omissions, and that the financial statements are compliant with requirements. Technology can transform this process to provide multiple benefits to audit firms and workers, making accounting cool again by using a continuous audit approach. I recently wrote about the virtual audit, an evolutionary step from the remote audit method that became necessary during the pandemic. It’s an approach where auditors take full advantage of advanced software to achieve dependably higher audit quality with less effort. The virtual audit structure also enables audit firms to adopt a continuous audit where tests and tasks are spread out over a fiscal year to better balance the need for resources, avoiding period-end spikes and enabling audit firms to support a larger list of clients than with conventional auditing methods. Audit firms are already doing this to some extent, but remote access broadens the scope of how testing and review calendars are structured to better balance workloads over a year. Ventana Research asserts that by 2026, more than one-half of organizations will adopt some form of a virtual audit. A virtual audit differs from the remote version by providing the audit firm’s team with remote access to all necessary systems, such as general ledgers, the consolidation application and close management software. This can substantially reduce and perhaps all but eliminate the “provided by client” element of an audit – a request by the auditor for information and supporting documents – because the process of gathering the information is mostly self-service. Because the auditor can access systems directly, this approach saves time on both sides of the process, especially in the inevitable back and forth emails for clarifications and follow-ups. Giving auditors read-only access to files provides a layer of security and prevents access to non-essential and confidential information. Many software vendors have licenses that make this possible at no cost, and this is likely to become the norm as more organizations adopt the virtual audit methodology. An organization’s risk-management software can fully document audit analysis reviews and sign-offs to mitigate fraud, ensure separation of duties and prevent access violations. Such an approach can demonstrate to external auditors that systems are in place to monitor security and manage access workflows. Today, technology that reduces the need for on-site examinations is common, including remote teleconferencing and inventory checks. Instead of having to share physical documents in person or by courier, technology makes it possible to share files, data and documents electronically across and between organizations using shared data repositories. People involved in the process can collaborate remotely in sharing, creating and reviewing the documents. While there are significant benefits to organizations, a virtual approach also benefits audit firms by substantially increasing efficiency, freeing up time to support more clients. Lately, there is evidence that college students with accounting degrees are less willing to go into public accounting because of working conditions, especially the hours on the road and the absence of IT-led automation that forces them to perform tedious tasks that could be done faster by software. By reducing the time auditors spend on-site and away from home as well as mitigating spikes in workloads and resulting late nights needed to complete tasks on time, audit firms can improve the ability to hire and retain staff by offering better working conditions. Organizations that require financial audits achieve similar benefits because staff time devoted to the audit is minimized. And because, in many cases, a virtual audit can enable full testing rather than sampling, it results in higher quality audits and financial statements at potentially lower costs. The continuous audit enables audit firms to take the next step in transforming this process. Rather than doing a full audit annually, continuous auditing spreads workloads over the year to reduce as much as possible the tasks that must be performed to certify the financial statements of an organization. The underlying philosophy is similar to our approach to continuous accounting, which takes advantage of existing technology to enable the accounting staff to perform some tasks daily or weekly – rather than monthly – to avoid the stress and potential added expense of a spike in workloads during the monthly or quarterly close. Although some tasks must be done at the close of the fiscal year, ongoing random testing of an organization’s systems is more consistent with the intent of the audit process than a once-a-year approach. The limiting factor to the adoption of continuous audits is that, as a rule, accountants and financial executives are oblivious to technology. Our Office of Finance Benchmark Research shows that only 12% of organizations are at the highest level of technology competence, while half are at the lowest level. The continuous audit, built around a virtual audit, benefits both sides: Auditors should be geared up for it, while organizations should take steps to make this possible. Audit firms should encourage clients to make the necessary investments to support a continuous audit built around virtualizing the process because everyone involved, especially auditors, benefits. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/The_Continuous_Audit_Improves_Quality_and_Efficiency.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Our Focus on Close, Consolidate and Report in Finance", "mainEntityOfPage": "https://robertkugel.isg-one.com/our-focus-on-close-consolidate-and-report-in-finance", "datePublished": "14/03/2023", "dateModified": "14/03/2023", "articleBody": "For 2023, the Office of Finance practice of Ventana Research introduced Close, Consolidate and Report as one of its six focus areas. The change reflects the recent evolution of technology that supports this part of the finance department calendar. Ventana Research expects that the increasing investment in software to streamline these processes will, by 2026, result in two-thirds of finance and accounting departments improving their use of readily available technology to close quarterly books within six business days, up from one-half that can do it today. Our research coverage in this area includes dedicated consolidation software and close management systems as well as applications for intercompany financial management (IFM), automated reconciliations and disclosure management. Software for the close-to-report cycle also helps achieve objectives in digitally transforming how these processes are executed. Beyond efficiency gains, using automation enables organizations to have management and financial information sooner, provides more time for analysis and crafting performance narratives, achieves superior control of processes, and supports accurate accounting with less effort. It also enables departments to attract and retain the best talent because it minimizes time spent on tedious, repetitive tasks best left to computers. Accountants can then focus on more rewarding work that takes advantage of their skills, experience and expertise. Ventana Research advises organizations that are not using consolidation software to evaluate its merits. Dedicated consolidation software designed for accounting departments first appeared in the 1980s to facilitate the monthly process of combining accounting results held in disparate, electronic general ledger systems. The consolidation process also can be complicated by the complexity of a corporation’s legal entity structure, which is a function of the number of entities, their legal configuration as well as ownership characteristics (such as joint ventures, minority shareholdings and crossholdings). Consolidation software has evolved over the years, making it easier to work with and more affordable. Yet, our Office of Finance Benchmark Research finds that 40% of midsize and larger organizations continue to use standalone spreadsheets exclusively to handle their consolidation processes. While not every company needs consolidation software, many will find that they can perform this task faster and with greater control compared to using spreadsheets, especially midsize organizations that have outgrown their manual methods. Finance and accounting departments also need workflow software to define, orchestrate and supervise the entire close process. This ensures that all key tasks are completed, reviewed when necessary and approved by all those who must be involved. The process loses less time to poor coordination and dropped handoffs since the software automatically generates reminders that tasks must be started or are overdue. Controllers and CFOs can monitor progress and receive alerts and comments when snags appear, and the workflow manages approvals and signoffs, recording when these take place and by whom. For many midsize organizations, this formal process and documentation will represent a higher level of control than currently in place. Investing in close, consolidate and report software achieves important benefits, mainly by speeding the close and improving departmental efficiency. Our research finds that 88% of organizations that use extensive automation in managing their close can finish within six business days versus just 40% that use little or no automation. Closing sooner and automating manual tasks frees up staff time for more thorough analysis and reporting. Our research finds that, for one-third of organizations, this is the most important reason for pursuing a faster close. Another 27% prioritized making management accounting data available sooner to executives and managers, and the same percentage said the most important reason was to make financial analyses available sooner. These factors are all closely related to promoting organizational agility, since they all enable decisions and actions to be made sooner. In 2021, Ventana Research introduced the term intercompany financial management (IFM), a discipline for structuring and handling transactions within a corporation and between its legal entities, designed to maximize staff efficiency and accounting accuracy while optimizing tax exposure, minimizing tax leakage and ensuring consistent tax and regulatory compliance. IFM addresses a significant (if often unrecognized) problem for many companies because performing IFM well requires the ability to execute the minutiae of statutory and tax accounting details effectively to support the achievement of high-level corporate objectives. The word “reporting” covers the many ways finance departments communicate their organization’s performance and condition, both internally and externally. Disclosure management is one form of reporting that’s part of our focus because of software’s ability to materially improve the efficiency, accuracy and control of structured documents created for periodic regulatory filings, board communications and other purposes. These composite documents involve multiple individuals working collaboratively to create, edit and review text, tables, charts and exhibits that incorporate data from multiple sources, all performed in a controlled process. Composite documents often have formats defined by law, regulation or contract and typically must be created at periodic intervals. Increasingly, regulatory filings must incorporate digital tags to facilitate processing and analysis and this, too, is managed by disclosure management systems. The complexity of complying with increasing regulation has been taxing organizations and expanding requirements for environmental, social and governance (ESG) reporting have added further burdens to the finance department in their disclosure management efforts. Software also strengthens an organization’s accounting and financial statement integrity by substantially reducing reliance on standalone spreadsheets. Manual processes supported by desktop spreadsheets are inefficient and pose serious control issues because spreadsheets are error-prone, and it’s not easy to verify their accuracy. Control is a key characteristic of a well-managed finance department, but when staff are overworked and stressed, the likelihood of lapses in control increases. As an organization expands, the growing number of accounts, entities and transactions — and the amplified organizational complexity — all increase the probability of errors and risk. For growing organizations, maintaining the integrity of accounting processes and systems grows more difficult as businesses become more complex. Automated workflows, approvals, controls and escalations address this challenge by promoting financial control and financial statement integrity. The system documents processes and records that these processes were followed, reviewed and approved. The data collected by such systems also facilitates audits because all activity — especially exceptions — is easily discoverable. Another important reason for increasing the use of technology is attracting and retaining the most competent and motivated finance and accounting staff. Finance executives are facing a shortage of accounting professionals. The old approach of just hiring more staff to handle increasing workloads and using temps for crunch periods is increasingly less feasible. Especially as vendors incorporate artificial intelligence (AI) to automate an increasing amount of repetitive work, manual approaches will become glaringly inefficient and a barrier to recruiting and keeping the most competent accounting professionals. I recommend that CFOs and controllers assess their current close and post-close processes to determine how automation can improve their department’s performance. Organizations that take more than a business week to close the books should examine how software can improve performance. Justifying the investment can be very straightforward: Automation can cut workloads, immediately and into the future, thus creating ongoing savings. Close management software can enhance controls, ensure compliance and reduce the time and money spent on audits. And software that shortens the close can enhance a growing organization’s agility by providing executives and managers with information sooner. CFOs and controllers of midsize organizations should investigate the value that software can bring to the close, month after month and quarter after quarter. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/Our_Focus_on_Close_Consolidate_and_Report_in_Finance.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Accounts Payable Automation is More Valuable Than You Think", "mainEntityOfPage": "https://robertkugel.isg-one.com/accounts-payable-automation-is-more-valuable-than-you-think", "datePublished": "10/03/2023", "dateModified": "10/03/2023", "articleBody": "We added purchasing, sourcing and payments to our core Office of Finance focus areas this year to reflect new and important opportunities to use technology to gain effectiveness through greater efficiency. Doing a better job of record-keeping and organizing paperwork – especially in a minutiae-laden process like source-to-pay – may seem trivial. Yet digitally transforming core business processes became essential as the pandemic required organizations to lock down in early 2020, and the need to operate remotely presented a new set of challenges best addressed by software. Moreover, accounts payable work can be done remotely, and organizations that go this route find that digitizing the process works best. Businesses are increasingly recognizing the value provided by technology – and not simply because it helps mitigate turbulent times. Digitizing AP should be a priority because it: Eliminates the root cause of process frictions that create unnecessary work and reduce productivity. Cuts costs directly related to executing these processes, including making it possible to optimize the use of early payment discounts. Provides intelligence to enhance forward financial visibility and identify ways to cut costs. Improves overall departmental performance and achieves the best possible relations with suppliers. Although there are numerous advantages to digitizing accounts payable, Ventana Research expects the transition will be slow. This creates a competitive opportunity: We assert that by 2027, only one-fourth of larger organizations will consistently manage source-to-pay end-to-end. Those that do will outperform competitors. AP process frictions stem from three main factors. One is the use of paper and facsimile documents that require manual data entry, rather than having digitized data immediately available. A second, which can be related to the first, is data that is not immediately accessible by those who need it to quickly resolve internal or vendor-related issues. A third is inconsistent AP processes across an organization that make it difficult to improve process management and visibility. Frictions reduce profitability by creating inefficiencies, leading to higher than necessary costs. Aside from headcount expense, one common example is not being able to negotiate and collect early payment discounts because the department cannot reliably process invoices within the discount period. For most organizations, early payment can provide a far higher return on cash than can be earned in interest. Slow processing also leads to late payments and associated fees, while a lack of visibility can cause duplicate payments. Technology is now available to substantially reduce the need for manual data entry, thereby eliminating a major source of errors. Sharing data electronically and using optical character recognition to scan paper or electronic documents captures purchasing data at the source. Artificial intelligence has played an early role in making the extraction of information from these scans more accurate with less effort. Once the information is captured, reducing process frictions through better data management also contributes to greater operational and financial control. For example, being able to determine the amount and timing of future outlays for items provides visibility into future cash requirements. Having a central view on purchases from vendors facilitates supervision of contract compliance, especially in ensuring that volume discounts are respected. Indeed, having historical data readily available facilitates negotiating those sorts of contractual terms as well as determining how to optimize early payment discounts. A more complete and effective approach to AP management also enhances relationships with suppliers. Unless your organization is a dominant buyer (and therefore thinks it can dictate terms and not care about the vendor’s perspective), being easy to do business with – especially in making timely payments and adapting quickly to changing conditions – can have benefits. The ability to easily capture accounts payable data as early as possible in the process is essential. While purchase orders and invoices are key documents, there’s a lot of minutiae beyond these required for full visibility into AP processes. Other sources of data include packing slips, credit memos and remittances. For vendor management, this includes contract terms and conditions, including discount structures, contact information and email communications. Finance and accounting organizations can benefit from having easy access to all AP-related data either captured directly by the department or from authoritative source systems. Depending on an organization’s circumstances, deciding whether the right approach to acquiring and implementing the technology is dedicated, best-in-class software or a core enterprise resource planning or financial management system can be an obvious choice or a toss-up. If the current financial system can deliver all of the capabilities needed for a fully transformed set of processes, it is likely to be the right choice. It’s important, however, to assess the ability of that system to provide a full set of benefits to those responsible for the processes rather than what might be convenient for the IT department. In some cases, even though the ERP system may have all the necessary capabilities, licensing and other costs may be such that the all-in cost of implementation and ownership for a dedicated application may be less than the existing core ERP system. There may also be add-on software that increases the usability of the core ERP system in supporting source-to-pay processes. In evaluating AP automation software, it's important to assess the usability of the system by AP clerks and whether and how easily the system adapts to the needs of suppliers. Some systems may be perfectly adequate for handling a manual AP environment but have not transitioned to support digital needs. It’s worth noting that simply buying software does not fully address AP process issues. Providing training to AP workers is essential to achieve full value, and it may be necessary to work with suppliers to ensure smooth adoption of technologies such as self-service portals and payment cards. I recommend that finance department executives with manual or largely manual AP processes consider using technology to improve performance and lower costs. I also recommend that companies with AP automation software evaluate how well these systems are working and identify and address issues that limit their effectiveness. Perhaps better training is needed, or perhaps another vendor might be able to provide better results. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/Accounts_Payable_Automation_is_More_Valuable_Than_You_Think.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Our Focus on Purchasing, Sourcing and Payments in 2023", "mainEntityOfPage": "https://robertkugel.isg-one.com/our-focus-on-purchasing-sourcing-and-payments-in-2023", "datePublished": "08/03/2023", "dateModified": "08/03/2023", "articleBody": "Digitally transforming core business processes became essential as organizations locked down in early 2020 because of the pandemic and the need to operate remotely presented a set of new challenges that were best addressed by software. Especially in the areas of sourcing, purchasing and payments, software has the ability to streamline processes, shorten process cycles, reduce unnecessary costs, provide greater visibility into cash flows, increase control and improve results. Digitizing operations helps attract and retain the best talent because professionals spend less time on mechanical, repetitive tasks. For all these reasons, beginning this year, Ventana Research’s Office of Finance has established a Purchasing, Sourcing and Payments focus area. One reason is that our research suggests that this transformation is more talked about than done. Ventana Research asserts that by 2027, only one-fourth of larger organizations will consistently manage source-to-pay end-to-end, but those that do will outperform competitors. One easily overlooked opportunity for digital transformation is in sourcing and procurement, which should be a priority focus for digital transformation because, in most companies, these continue to operate as they did in the late 1990s. Updated technology can improve procurement’s effectiveness, streamline processes and automate repetitive work. In addition to this increased efficiency, teams can collaborate using their knowledge of products, vendors and markets to select and source the best materials, products and services from the most appropriate vendors. Technology can also improve the efficiency of the buying process while ensuring guidelines, controls and regulations are observed and costs are minimized. And technology also can simplify the acquisition of indirect goods and services (such as computers and office supplies) while minimizing their cost and controlling outlays. Any transformation process begins with a critical gap analysis: What do the sourcing and procurement functions do now versus what could they be doing? Technology can act as the catalyst for recreating the departments’ mission to serve the needs of the company more effectively. Digitally transformed sourcing and procurement departments can play a more active, productive role across the entire company. For instance, based on their knowledge of markets and vendors, department specialists can advise R&D on technical developments and pricing trends that will affect product cost, functionality, durability, producibility and serviceability. In manufacturing and logistics, they can find ways to consolidate purchases to take advantage of volume discounts. Departments that have developed digital advertising and marketing specialists can assist product managers in developing modern, differentiated sales and marketing strategies. On the indirect side, outlays account for a significant share of operating expense in many organizations. Transaction volumes can be heavy, so finance and accounting departments often must devote a considerable amount of time to transaction management and cost control. With the right technology and a repurposed purchasing department, a finance organization is better able to support complex innovation and go-to-market strategies. In addition, by automating indirect spend management, finance can reduce this administrative burden while improving compliance with policies related to indirect spend. Sourcing and procurement executives who want to transform their departments’ mission should recognize the important role that software can play. By streamlining processes and reducing frictions that are inherent in manual systems, dedicated applications can make sourcing and procurement enablers rather than roadblocks for managers and employees. In strategic sourcing, software that enables high adoption and usability can manage the entire process more effectively. It gives senior sourcing and procurement executives a full view of the portfolio of active and planned sourcing and procurement projects. Having a single, connected and centralized system with automated workflows for collaboration ensures that sourcing projects and requests are routed to the right individuals and that handoffs between people and departments are always crisp. Such a system also automates the handling of exceptions and escalations. Managers will have better visibility into their processes and can examine supplier relationships and contractual obligations, so managing these becomes easier. It can provide alerts when issues arise, such as processes falling behind schedule or when an approval needs to be escalated. Today’s applications must go beyond monolithic approaches focused mainly on compliance; they must add overall business value. Collaboration between departments in strategic sourcing and procurement is essential. The best software enables cross-functional teams to share information quickly and efficiently, establish a record of their deliberations, and store and access documents. Such a system gives all interested parties ready access to purchase information rather than forcing them to hunt through scattered spreadsheets and email messages. And consolidating all sourcing and procurement-related data in a dedicated system allows departments to analyze their performance more easily. Outlays for individual purchases of indirect goods and services typically involve trivial amounts, but in many companies, they represent a significant share of controllable expenses. Using a dedicated application for indirect spend management, especially in conjunction with payment cards, makes it easier to manage the high volume of indirect purchases. Software that automates the sourcing process makes it easier — and more enjoyable — for the business, stakeholders and vendors to comply with policies while making it easier for finance organizations to benefit from volume discounts and avert duplicative or unnecessary spending. It aggregates planning and sourcing data that otherwise may be scattered and inconsistent as well as automates data capture to ensure that spend data and analytics are not only accurate but immediately available to budget owners. Our Office of Finance Benchmark Research reveals that only 47% of departments provide timely information to the rest of the organization. Procurement teams today must be ready to adapt on the fly to achieve better business outcomes, and this requires data. A dedicated application adds value by quickly improving the efficiency and effectiveness of an organization’s sourcing and procurement. Automated workflows increase efficiency and enable departments to manage by exception. Greater efficiency means the entire organization spends less time on routine requisitioning and ordering. By ordering “by the book” is easy, companies can achieve cost savings by concentrating purchases from authorized vendors, especially those where volume purchase agreements are in force, and ensure that invoiced prices and discounts match what’s in the contract. Accelerated improvements and quick wins give the rest of the organization the confidence that sourcing and procurement can adapt and prosper. Software also enhances corporate effectiveness because the purchasing staff spends less time on routine work, leaving more time for them to act as a resource in support of the complex sourcing of materials and services. This shift can enhance the quality of the products and services the company offers. A dedicated system provides more thorough visibility into all direct and indirect spend because cash commitments are tracked from purchase order approval. This also reduces risk because such visibility enables scrutiny of future cash commitments and identifies bad actors in the sourcing and procurement process. Digital transformation means shifting more of the work a department does manually, such as emailed spreadsheets, to software and systems. A practical approach to the transformation process is to undertake the change in a series of initiatives rather than a single, big-step overhaul. This approach is preferred because there’s usually limited staff time available for a singular focus on transformation. Moreover, a step-by-step approach enables departments to gather success metrics and apply lessons learned so they can better manage the transformation project. In determining the order of transformation projects, executives should prioritize those that will deliver a high payoff with limited risk. Sourcing and procurement are good places to start. Investing in purchasing software can enhance the strategic value of the finance department. It makes it possible for the department to redefine its role to serve as an enabler of better business outcomes. Digitizing purchasing with dedicated software supports this role while providing better control and visibility of corporate spending without needlessly encumbering the process. I recommend that chief financial officers, especially those that have a purchasing department reporting to them, focus on digitizing the sourcing and purchasing functions. Regards, Robert Kugel", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/Our_Focus_on_Purchasing_Sourcing_and_Payments_in_2023%20.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "Robert Kugel", "url": "https://robertkugel.isg-one.com/author/robert-kugel", "sameAs": "https://www.linkedin.com/in/robertkugel" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "robertkugel.isg-one.com", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Foundational Blockchain Founders as TradeLens Shuts Down", "mainEntityOfPage": "https://robertkugel.isg-one.com/foundational-blockchain-founders-as-tradelens-shuts-down", "datePublished": "02/03/2023", "dateModified": "02/03/2023", "articleBody": "Maersk is closing its TradeLens joint venture with IBM that began in 2018. It was intended to enable port operators, customs authorities, freight forwarders and importers to track containers and their contents. The system was designed to substantially reduce the inefficiencies and delays created by paper-based systems used for customs, trade finance, tariffs and taxes as well as supply chain and logistics management. The initiative was designed to cut supply chain latency by reducing the time for cargo to clear customs from hours to seconds or minutes. Plus, providing deeper visibility and simpler access to accurate shipping data would make supply chain management easier. Our Dynamic Insights research into Sales and Operations Planning found that 38% of organizations identified an inability to access data as an important issue hampering sales and operations planning. At the time of its inception, TradeLens appeared to be a model use case for blockchain technology outside of the finance services industry because the technology is capable of exchanging trade-related data connecting disparate systems via a loosely coupled architecture that supports many-to-many relationships. In computing, a loosely coupled system is one in which each of its components has little or no knowledge of the details of other components. When two such systems connect, the sender communicates a message in its native form and format with the expectation that the receiver will be able to fully and accurately understand the contents of that message. This objective is achieved through semantic standardization —the data format and protocol used to structure the data makes it possible for disparate systems to correctly process it. Such standardization is feasible in a system with a limited number of tasks, where it’s relatively easy for the participants to agree on data structures and protocols. This is especially true if a blockchain replicates existing forms or commercial documents. It’s not that TradeLens truly failed – it was able to sign up trading partners, ports and service providers around the world, tracking almost 4 billion events and publishing more than 36 million documents while processing over 70 million containers. At the same time, it didn’t meet its business case objectives from Maersk’s perspective. When dealing with a venture that didn’t completely fail but just wasn’t successful enough, it’s hard to find lessons that are useful for the future, since utility is measured by its ability to avoid similar reversals in the future. In the case of TradeLens, it is a reminder that the diffusion of technology adoption usually depends on multiple factors, not all of which were in place or structurally possible to allow TradeLens to achieve its objectives. Addressing the issue of limited visibility across networks and supply chains as well as streamlining and simplifying documentation flows is regarded as a good thing, but success in making this happen depends on everyone having ready access to the information they need and – crucially – that every participant wants to share their information. Although TradeLens brought a lot of top-down heft, the worldwide shipping industry is highly fragmented, and in some respects the share of entities participating counts as much as the percentage of volume. Whether justified or rational or not, there appears to have been a lack of trust on the part of smaller organizations in a system established and run by the dominant players. Just as some retailers will not touch Amazon Web Services because they see it as putting money in the pocket of a competitor, there could have been a similar animus toward and unwillingness to participate in TradeLens. As to the technology, conceptually a blockchain is the right architecture for this sort of information-sharing because of its transparency – anyone that is on the blockchain can view and verify the information that they are entitled to see. Security and immutability were also a good match – transaction records are kept in synchronized ledgers that cannot be altered or deleted. These considerations promote trust in the system and streamline dispute resolution when issues arise. A permissioned, consortium blockchain such as TradeLens also does away with the resource-intensive proof-of-work consensus necessary for a public, unpermissioned blockchain, which makes this arrangement more efficient, allowing it to exchange data at a low cost and in real time with, however, some loss of the decentralized security of a purely public structure. Notwithstanding the above advantages, some organizations raised issues about the system’s transactional throughput and the cost and complexity of integrating TradeLens with their systems, which would be an impediment with some shippers, ports and service providers, especially smaller ones. Another issue that might have been a factor is that blockchain and data integration technology has evolved considerably over the past five years, and what might have been the right choice then may not be seen as the best choice today. Blockchain isn’t the only means of connecting systems for interconnecting processes and data. Another approach to data interoperability was undertaken in 2019 with the establishment of the Digital Container Shipping Association, a non-profit formed by global shipping companies including CMA CGM, Evergreen Line, Hapag-Lloyd, HMM, Maersk, Mediterranean Shipping Company, Ocean Network Express, Yang Ming and ZIM. This neutral authority is tasked with establishing data standards in international shipping and make them freely available to all, including shippers, ports, terminals and freight forwarders. Rather than using a blockchain, the objective is to expose an entity’s data through application programming interfaces. This initiative is still in its infancy, as is the development of other standards by the United Nations and World Customs Organization that may be part of a comprehensive digitization of trade documentation. Alas, although an inclusive, multilateral approach to creating standards may succeed where TradeLens couldn’t, it’s also likely to take time because of the nature of such bureaucratic undertakings. Ventana Research asserts that through 2025, less than one-third of trade documentation will be managed digitally, contributing to higher costs and less resiliency in supply chains. Future historians are likely to deem 2020 as the start of the 21st century, as the pandemic upended daily life and challenged the status quo on many fronts. In so doing, it profoundly affected the adoption of new technology that enabled organizations and individuals to adapt in the new environment, especially in the least obvious and most everyday aspects of work and commerce. The digitization of world trade and the interconnection and orchestration of virtually all players in it will take the rest of this decade to go mainstream, but the trend is irreversible. All organizations involved in international trade should be mapping out strategic plans for the infrastructure necessary to support this digitization as well as the changes in processes, personnel and training necessary to support this new environment. 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Robert Kugel's Analyst Perspectives