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mck-c-enhanced-hero__text-align-v-centered--with-breadcrumb EnhancedHero_mck-c-enhanced-hero__generic-items-wrapper-align-h-left__ObUXi EnhancedHero_mck-c-enhanced-hero__text-content__IUhpM mck-c-enhanced-hero__text-content--default-centered mck-c-enhanced-hero__text-content--default-centered-with-breadcrumb"><div class="mck-c-enhanced-hero-generic-items-wrapper-d03b4010-95a1-4e21-a122-c2ae9e97f16f"><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start mdc-u-grid-col-span-12 GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-c-content-block--size-xxl___N8MW3_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h1 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f mdc-u-ts-1"><div>OptimusAI</div></h1><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description">Increasing productivity in heavy industry processing plants with advanced analytics</div></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="mck-o-container mck-o-container__area-c"><div class="mck-o-container--wrapped mck-o-container--mobile-spacing"><div class="mdc-u-grid mdc-u-grid-col-1 mdc-u-grid-gutter-xxs mck-o-container-universal-body"><div data-component="mdc-c-module-wrapper" data-module-theme="light" data-module-background="white" data-module-category="StandalonePromo" data-module-gradient-position="top-right" class="mck-c-full-text-c mck-c-module-wrapper"><div class="mck-o-container"><div class="UpModule_mck-c-up__irSw8"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mck-c-full-text-c__content-block mdc-u-grid mdc-u-grid-gutter-xxl mdc-u-grid-col-sm-1 mdc-u-grid-col-md-2"><div class="mck-c-full-text-c__column"><div class="FullTextC_mck-c-full-text-c__text-content__3NKIh mck-u-links-inline mdc-o-content-body">Processing plants are complex, with intricate, non-linear interactions across thousands of variables and multiple trade-offs to solve for. Operating decisions are typically made through process control tools solving for a local optimization, or are based on an individual operator鈥檚 experience, which can vary significantly. Amidst this complexity, technology generates enormous amounts of data across the value chain. When used to its full potential, data can drive productivity improvement and help plants achieve optimal results.</div></div><div class="mck-c-full-text-c__column"><div class="FullTextC_mck-c-full-text-c__text-content__3NKIh mck-u-links-inline mdc-o-content-body"><span> </span>Capturing value from advanced analytics requires multiple skillsets, such as data science, process control and metallurgy, IT, change management, and capability building. OptimusAI leverages a full portfolio of digital solutions that combines science, data, and experts to help processing plants in heavy industries make data-driven decisions to improve profit per hour.</div></div></div></div></div></div><div data-component="mdc-c-module-wrapper" data-module-theme="light" data-module-background="white" data-module-category="StandalonePromo" data-module-gradient-position="top-right" class="mck-c-module-wrapper" data-module-name="one-up-medium"><div class="mck-o-container"><div class="UpModule_mck-c-up__irSw8"><div class="UpModule_mck-c-up__header__OR_Vx"><h2 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f mdc-c-heading--title___5qyOB_2734c4f mdc-c-heading--border___K8dj3_2734c4f UpModule_mdc-c-heading--title__4XbMT"><div>Video</div></h2></div><div class="mck-c-up__content mdc-u-grid mdc-u-grid-col-sm-1 mdc-u-grid-gutter-xl mdc-u-grid--align-start"><div class="mdc-u-grid mdc-u-grid-gutter-xl mdc-u-grid-col-sm-1 mdc-u-grid--align-start GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--1by1__6krte"><div class="video-wrapper VideoComponent_mck-c-video-component__K3_eG"><video id="bc-video-6203152557001" data-video-id="6203152557001" data-account="1971571337001" data-player="IzQolWCsY" data-embed="default" data-application-id="" class="video-js GenericItem_mck-c-generic-item__video-component__X8kCu" controls=""></video></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h2 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><span>Revolutionizing processing plant optimization</span></h2><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description">What if artificial intelligence could take data from processing plants and use it to optimize the plant in real-time?</div></div></div></div></div></div></div></div></div><div data-component="mdc-c-module-wrapper" data-module-theme="default" data-module-background="transparent" data-module-category="StandalonePromo" class="Factoid_mck-c-factoid__iaOxL mck-c-module-wrapper mck-o-edge-to-edge mdc-u-grid mdc-u-grid-gutter-xl" data-module-name="factoid"><div data-component="mdc-c-module-wrapper" data-module-theme="light" data-module-background="lightest-grey" data-module-category="StandalonePromo" class="Factoid_mck-c-factoid__inner-module-wrapper__Rj84R mck-c-module-wrapper mck-c-module-wrapper--collapse-top-spacing"><div class="mck-o-container"><div class="UpModule_mck-c-up__irSw8 mck-o-container--wrapped mck-o-container--mobile-spacing"><div class="mck-c-up__content mdc-u-grid mdc-u-grid-col-sm-1 mdc-u-grid-gutter-xl mdc-u-grid--align-start Factoid_mck-c-factoid__items-wrapper__2rAfP mdc-u-grid mdc-u-grid-gutter-xxl mdc-u-grid-col-md-2 mdc-u-grid-col-lg-2"><div class="FactoidItem_mck-c-factoid-item__GissZ FactoidItem_mck-c-factoid-item--with-separator__IZLxE"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-c-content-block--align-center___KRLtu_2734c4f mdc-u-grid-gutter-lg" aria-label="4-5% EBITDA uplift by improving productivity of industrial processing plants "><div aria-hidden="true"><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-fluid-76 mck-c-factoid-item__title FactoidItem_mck-c-factoid-item__title--theme-light__pjYLX">0-5%</div><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f FactoidItem_mck-c-factoid-item__subtitle__w4Rvf mck-c-factoid-item__subtitle--large">EBITDA uplift by improving productivity of industrial processing plants</div><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-8"></div></div><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-8"></div></div></div><div class="FactoidItem_mck-c-factoid-item__GissZ FactoidItem_mck-c-factoid-item--with-separator__IZLxE"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-c-content-block--align-center___KRLtu_2734c4f mdc-u-grid-gutter-lg" aria-label=">$4B impact created for OptimusAI clients "><div aria-hidden="true"><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-fluid-76 mck-c-factoid-item__title FactoidItem_mck-c-factoid-item__title--theme-light__pjYLX">>$0B</div><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f FactoidItem_mck-c-factoid-item__subtitle__w4Rvf mck-c-factoid-item__subtitle--large">impact created for OptimusAI clients</div><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-8"></div></div><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-8"></div></div></div></div></div></div></div></div><div data-component="mdc-c-module-wrapper" data-module-theme="light" data-module-background="white" data-module-category="StandalonePromo" data-module-gradient-position="top-right" class="ThreeUpLinkList_mck-c-3ull__F0W5g mck-c-module-wrapper"><div class="mck-o-container"><div class="UpModule_mck-c-up__irSw8"><div class="UpModule_mck-c-up__header__OR_Vx"><h2 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f mdc-c-heading--title___5qyOB_2734c4f mdc-c-heading--border___K8dj3_2734c4f UpModule_mdc-c-heading--title__4XbMT"><div>Sectors we serve</div></h2></div><div class="mck-c-up__content mdc-u-grid mdc-u-grid-col-sm-1 mdc-u-grid-gutter-xl mdc-u-grid--align-start"><ul class="LinkListItems_mck-c-ll-items__list__LSn64"><li><a data-component="mdc-c-link" href="/industries/metals-and-mining/how-we-help-clients" class="mdc-c-link___lBbY1_2734c4f"><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mdc-c-icon--size-xs___g8-q5_2734c4f mck-arrow-right-icon"></span><span class="mdc-c-link__label___Pfqtd_2734c4f">Metals & Mining</span></a></li><li><a data-component="mdc-c-link" href="/industries/packaging-and-paper/how-we-help-clients" class="mdc-c-link___lBbY1_2734c4f"><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mdc-c-icon--size-xs___g8-q5_2734c4f mck-arrow-right-icon"></span><span class="mdc-c-link__label___Pfqtd_2734c4f">Paper, Forest Products & Packaging </span></a></li><li><a data-component="mdc-c-link" href="/industries/chemicals/how-we-help-clients" class="mdc-c-link___lBbY1_2734c4f"><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mdc-c-icon--size-xs___g8-q5_2734c4f mck-arrow-right-icon"></span><span class="mdc-c-link__label___Pfqtd_2734c4f">Chemicals</span></a></li><li><a data-component="mdc-c-link" href="/industries/oil-and-gas/how-we-help-clients" class="mdc-c-link___lBbY1_2734c4f"><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mdc-c-icon--size-xs___g8-q5_2734c4f mck-arrow-right-icon"></span><span class="mdc-c-link__label___Pfqtd_2734c4f">Oil & Gas</span></a></li><li><a data-component="mdc-c-link" href="/industries/electric-power-and-natural-gas/how-we-help-clients" class="mdc-c-link___lBbY1_2734c4f"><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mdc-c-icon--size-xs___g8-q5_2734c4f mck-arrow-right-icon"></span><span class="mdc-c-link__label___Pfqtd_2734c4f">Electric Power & Natural Gas</span></a></li><li><a data-component="mdc-c-link" href="/industries/life-sciences/how-we-help-clients" class="mdc-c-link___lBbY1_2734c4f"><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mdc-c-icon--size-xs___g8-q5_2734c4f mck-arrow-right-icon"></span><span class="mdc-c-link__label___Pfqtd_2734c4f">Pharmaceuticals & Medical Products</span></a></li></ul></div><div class="mck-c-up__footer"></div></div></div></div><div data-component="mdc-c-module-wrapper" data-module-theme="light" data-module-background="white" data-module-category="StandalonePromo" data-module-gradient-position="top-right" class="mck-c-general-up mck-c-module-wrapper" data-module-name="general-up"><div class="mck-o-container"><div class="UpModule_mck-c-up__irSw8"><div class="UpModule_mck-c-up__header__OR_Vx"><h2 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f mdc-c-heading--title___5qyOB_2734c4f mdc-u-align-center UpModule_mdc-c-heading--title__4XbMT"><div>Our approach</div></h2><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f UpModule_mck-c-up__header-dek-container__2p51y UpModule_mck-c-up__header-dek-container--center-aligned__O4IWd"><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7 mck-u-links-inline mdc-u-align-center mck-c-up__dek UpModule_mck-c-up__dek--center-aligned__31mqa"><div class="mdc-o-content-body">Our tried and tested approach to advanced analytics brings together a robust delivery process with a collaborative team of specialists—both supported by proprietary technology and products.</div></div></div></div><div class="mck-c-up__content mdc-u-grid mdc-u-grid-col-sm-1 mdc-u-grid-gutter-xl mdc-u-grid--align-start mdc-u-grid-col-md-2 mdc-u-grid-col-lg-3"><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><span>People</span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description">We bring a mix of data science, process control, operations, and design expertise, with hands-on experience in applying advanced analytics to improve processing.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><span>Process</span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description">With our focus on processing, we have developed a standard recipe for deploying high-impact solutions efficiently and sustainably. We help organizations move quickly to capture impact while building capabilities for long-term success.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><span>Technology</span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description">Our proprietary capability develops control room advisor systems to improve processing performance. OptimusAI uses state-of-the-art data science to optimize performance in the context of thousands of variables, and includes an easy-to-use interface to process recommendations.</div></div></div></div></div></div></div></div></div><div data-component="mdc-c-module-wrapper" data-module-theme="default" data-module-background="transparent" data-module-category="StandalonePromo" class="" data-module-name="section-hero"><div class="mck-c-up__content mdc-u-grid mdc-u-grid-col-sm-1 mdc-u-grid-gutter-xl mdc-u-grid--align-start"><div class="UpModule_mck-c-up__header__OR_Vx"><h2 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f mdc-c-heading--title___5qyOB_2734c4f mdc-u-align-center UpModule_mdc-c-heading--title__4XbMT"><div>Examples of our work</div></h2></div><div class="SectionHero_mck-c-section-hero__container__bKirQ"><style></style><div data-component="mdc-c-background-image" class="mdc-c-bg-image___GJdv1_2734c4f background-image-2073b0ab-9405-4b50-af3e-6fb00fc7c7b3-section-hero SectionHero_mck-c-section-hero__bg-image__Hcw1_"></div></div></div></div><div data-component="mdc-c-module-wrapper" data-module-theme="light" data-module-background="white" data-module-category="StandalonePromo" data-module-gradient-position="top-right" class="mck-c-general-up mck-c-module-wrapper" data-module-name="general-up"><div class="mck-o-container"><div class="UpModule_mck-c-up__irSw8"><div class="mck-c-up__content mdc-u-grid mdc-u-grid-col-sm-1 mdc-u-grid-gutter-xl mdc-u-grid--align-start mdc-u-grid-col-md-2 mdc-u-grid-col-lg-4"><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><span>Leveraging AI to improve productivity of a copper concentration plant</span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description"><p>A major copper concentrate producer was struggling to run grinding mills at its ideal capacity and to achieve top-decile recovery performance. The challenges were driven by the plant’s complex operations, where thousands of sensors were fed to a control system to solve for non-linear functions and trade-offs. We created a custom-built artificial intelligence model–loaded with three years of operating data–to identify operational tweaks that would boost copper production at consistent quality. As a result, the plant improved throughput by a range of 10 to 15 percent, and copper recovery in a range of two to four percentage points.</p></div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><span>Launching a tech-enabled manufacturing transformation at a biochemicals plant network</span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description"><p>A leader in biochemicals aspired to embed digital and analytics in its way of working. Together, we launched a tech-enabled manufacturing transformation, initiated with the deployment of five global centers of excellence and sustained by training the majority of the practitioners. Through a series of agile sprints, we developed advanced analytics models to identify the most important drivers for process variability. Automated data pipelines and interactive dashboards enabled embedding this data-driven decision making into daily operations. As a result, operators were able to reduce process variability and to increase throughput by 10 to 15 percent in bottlenecked sites.</p></div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><span>Optimizing advanced process controls to improve throughput and yield at a pulp and paper mill </span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description"><p>A large North American pulp mill operation was only achieving 60 percent of its target production at sub-optimal quality in final product. We leveraged AI to review the design of existing control strategy, including advanced process control (APC) loops, at key unit operations in the mill. It helped identify the gaps in the control design and operating philosophy. AI also helped in identifying the desired operating ranges—including set points and upper or lower tolerances—for key process variables in the APC in close relationship with subject matter experts. This resulted in a 15 percent increase in throughput and four percent increase in yield.</p></div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><span><span> </span>Leveraging machine learning to optimize performance for a refinery in Europe, the Middle East, and Africa</span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><div class="mck-u-links-inline mck-c-generic-item__description"><p>A leading European refining operations company was aspiring to improve one of its top-performing assets using state-of-the art analytics tools. The asset already had industry leading analytical tools in place such as unit level APCs, kinetic models, and site-level linear program optimizer.</p> <p>We partnered with a global cloud computing leader to develop custom-built machine learning models and tools to improve prediction of quality specs, process indicators, constraints, and unit performance. These models served to create a global optimizer to minimize quality giveaway while maximizing throughput. It helped achieve a $0.3/bbl margin improvement (equivalent to five percent variable operating margin).</p> </div></div></div></div></div></div></div></div></div><div data-component="mdc-c-module-wrapper" data-module-theme="light" data-module-background="white" data-module-category="StandalonePromo" data-module-gradient-position="top-right" class="mck-c-general-up mck-c-module-wrapper" data-module-name="general-up"><div class="mck-o-container"><div class="UpModule_mck-c-up__irSw8"><div class="UpModule_mck-c-up__header__OR_Vx"><h2 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f mdc-c-heading--title___5qyOB_2734c4f mdc-c-heading--border___K8dj3_2734c4f UpModule_mdc-c-heading--title__4XbMT"><div>Featured insights</div></h2></div><div class="mck-c-up__content mdc-u-grid mdc-u-grid-col-sm-1 mdc-u-grid-gutter-xl mdc-u-grid--align-start mdc-u-grid-col-md-2 mdc-u-grid-col-lg-3"><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/chemicals/our-insights/scaling-digital-and-analytics-enabled-improvements-in-chemicals-and-agriculture" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="electricity engineer and his supervisor at industrial facility" src="/~/media/mckinsey/industries/chemicals/our%20insights/scaling%20digital%20and%20analytics-enabled%20tools%20in%20process%20industries/1185246554-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/chemicals/our-insights/scaling-digital-and-analytics-enabled-improvements-in-chemicals-and-agriculture" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Scaling digital and analytics-enabled improvements in chemicals and agriculture</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2022-06-16T12:00:00Z">June 16, 2022</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Productivity in process industries depends on scaling technology and traditional operating disciplines at the same time.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/chemicals/our-insights/how-the-petrochemicals-industry-can-benefit-from-advanced-analytics" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="" src="/~/media/mckinsey/industries/chemicals/our%20insights/how%20the%20petrochemicals%20industry%20can%20benefit%20from%20advanced%20analytics/png_mck-inflpointpetrochem-hero_1536x1536.png?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/chemicals/our-insights/how-the-petrochemicals-industry-can-benefit-from-advanced-analytics" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>How the petrochemicals industry can benefit from advanced analytics</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2022-05-23T12:00:00Z">May 23, 2022</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Four key elements that can help companies launch advanced analytics and machine learning programs.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/capabilities/mckinsey-digital/how-we-help-clients/an-ai-power-play-fueling-the-next-wave-of-innovation-in-the-energy-sector" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="" src="/~/media/mckinsey/business%20functions/mckinsey%20digital/how%20we%20help%20clients/inside%20an%20ai%20power%20play/vistra_thumb2_728920875_1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/capabilities/mckinsey-digital/how-we-help-clients/an-ai-power-play-fueling-the-next-wave-of-innovation-in-the-energy-sector" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>An AI power play: Fueling the next wave of innovation in the energy sector</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2022-05-12T12:00:00Z">May 12, 2022</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">How Vistra Corp. is partnering with McKinsey to improve efficiency and reduce emissions by using AI.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/capabilities/people-and-organizational-performance/our-insights/five-agility-myths-in-energy-and-heavy-industries" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Workers in an industrial field" src="/~/media/mckinsey/business%20functions/people%20and%20organizational%20performance/our%20insights/five%20agility%20myths%20in%20energy%20and%20heavy%20industries/vf-five%20agility%20myths_1279333840_thumb_1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/capabilities/people-and-organizational-performance/our-insights/five-agility-myths-in-energy-and-heavy-industries" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Five agility myths in energy and heavy industries</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2022-02-07T12:00:00Z">February 7, 2022</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Agile working practices in energy and heavy industries can make them faster, more efficient, and more resilient. Here are five myths and their realities.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/packaging-and-paper/our-insights/tapping-digitals-full-potential-in-pulp-and-paper-process-optimization" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Tapping digital鈥檚 full potential in pulp and paper process optimization" src="/~/media/mckinsey/industries/paper%20and%20forest%20products/our%20insights/tapping%20digitals%20full%20potential%20in%20pulp%20and%20paper%20process%20optimization/tapping-digitals-full-potential-standard.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/packaging-and-paper/our-insights/tapping-digitals-full-potential-in-pulp-and-paper-process-optimization" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Tapping digital’s full potential in pulp and paper process optimization</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2021-08-24T12:00:00Z">August 24, 2021</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">While many pulp and paper companies have been automated for years, they are only now starting to reap the full potential of digital technologies.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/capabilities/operations/our-insights/prediction-at-scale-how-industry-can-get-more-value-out-of-maintenance" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Prediction at scale: How industry can get more value out of maintenance" src="/~/media/mckinsey/business%20functions/operations/our%20insights/prediction%20at%20scale%20how%20industry%20can%20get%20more%20value%20out%20of%20maintenance/standard-predictive-maintenance.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/capabilities/operations/our-insights/prediction-at-scale-how-industry-can-get-more-value-out-of-maintenance" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Prediction at scale: How industry can get more value out of maintenance</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2021-07-22T12:00:00Z">July 22, 2021</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Machines can now tell you when they aren’t feeling well. The challenge for today’s industrial players lies in applying advanced predictive-maintenance technologies across the full scope of their operations.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/succeeding-in-the-ai-supply-chain-revolution" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Succeeding in the AI supply-chain revolution" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/succeeding%20in%20the%20ai%20supply%20chain%20revolution/suceeding-in-the-ai-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/succeeding-in-the-ai-supply-chain-revolution" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Succeeding in the AI supply-chain revolution</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2021-04-30T12:00:00Z">April 30, 2021</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">New technology solutions could be transformative—but only if executives properly prepare their organizations.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/capabilities/operations/our-insights/a-smarter-way-to-digitize-maintenance-and-reliability" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="A smarter way to digitize maintenance and reliability" src="/~/media/mckinsey/business%20functions/operations/our%20insights/a%20smarter%20way%20to%20digitize%20maintenance%20and%20reliability/standard-a-smarter-way.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/capabilities/operations/our-insights/a-smarter-way-to-digitize-maintenance-and-reliability" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>A smarter way to digitize maintenance and reliability</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2021-04-23T12:00:00Z">April 23, 2021</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">In heavy-equipment maintenance, digital and analytics tools are struggling to live up to their promise. Here’s how to help them pull their weight.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/capabilities/operations/our-insights/transforming-quality-and-warranty-through-advanced-analytics" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Transforming quality and warranty through advanced analytics" src="/~/media/mckinsey/business%20functions/operations/our%20insights/transforming%20quality%20and%20warranty%20through%20advanced%20analytics/standard-transforming-quality-and-warranty.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/capabilities/operations/our-insights/transforming-quality-and-warranty-through-advanced-analytics" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Transforming quality and warranty through advanced analytics</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2021-03-22T12:00:00Z">March 22, 2021</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Industrial companies are leveraging advanced analytics, through artificial intelligence and machine learning, to drive quality and warranty transformations to the next level.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/how-ai-powered-solutions-can-help-optimize-smelters" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="How AI-powered solutions can help optimize smelters" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/how%20ai%20powered%20solutions%20can%20help%20optimize%20smelters/ai-powered-solutions-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/how-ai-powered-solutions-can-help-optimize-smelters" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>How AI-powered solutions can help optimize smelters</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/chemicals/our-insights/getting-value-from-advanced-digital-technology-for-industrial-gas-companies" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Getting value from advanced digital technology for industrial gas companies" src="/~/media/mckinsey/industries/chemicals/our%20insights/getting%20value%20from%20advanced%20digital%20technology%20for%20industrial%20gas%20companies/getting-value-from-advanced-digital-technology-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/chemicals/our-insights/getting-value-from-advanced-digital-technology-for-industrial-gas-companies" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Getting value from advanced digital technology for industrial gas companies</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2021-02-16T12:00:00Z">February 16, 2021</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">With relatively little risk, industrial gas companies can optimize parts of their operations with advanced technologies.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/how-digital-and-analytics-can-unlock-full-potential-in-steel" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="How digital and analytics can unlock full potential in steel" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/how%20digital%20and%20analytics%20can%20unlock%20full%20potential%20in%20steel/how-digital-and-analytics-can-unlock-full-potential-in-steel-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/how-digital-and-analytics-can-unlock-full-potential-in-steel" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>How digital and analytics can unlock full potential in steel</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2021-01-19T12:00:00Z">January 19, 2021</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Our recent survey of 30 leading global metals companies indicates there are five main factors to successfully scale digital and analytics.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/capabilities/operations/our-insights/the-right-tools-for-every-job-lean-and-agile-in-maintenance" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="The right tools for every job: Lean and agile in maintenance" src="/~/media/mckinsey/business%20functions/operations/our%20insights/the%20right%20tools%20for%20every%20job%20lean%20and%20agile%20in%20maintenance/standard-lean-maintenance-108443104.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/capabilities/operations/our-insights/the-right-tools-for-every-job-lean-and-agile-in-maintenance" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>The right tools for every job: Lean and agile in maintenance</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-12-09T12:00:00Z">December 9, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Why tomorrow’s maintenance function will combine the strengths of lean and agile organizations.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/the-potential-of-advanced-process-controls-in-energy-and-materials" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="The potential of advanced process controls in energy and materials" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/the%20potential%20of%20advanced%20process%20controls%20in%20energy%20and%20materials/potential-of-advanced-process-controls-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/the-potential-of-advanced-process-controls-in-energy-and-materials" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>The potential of advanced process controls in energy and materials</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-11-23T12:00:00Z">November 23, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Optimizing advanced process controls can create significant value for critical industrial processes. Maximizing that value requires a comprehensive approach across people, processes, and technologies.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/remote-operating-centers-in-mining-unlocking-their-full-potential" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Remote operating centers in mining: Unlocking their full potential" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/remote%20operating%20centers%20in%20mining%20unlocking%20their%20full%20potential/remote-operating-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/remote-operating-centers-in-mining-unlocking-their-full-potential" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Remote operating centers in mining: Unlocking their full potential</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-10-29T12:00:00Z">October 29, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">As the COVID-19 pandemic accelerates innovative working practices, mining companies are reimagining their operating models to provide more productive and enjoyable remote work locations for employees.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/optimizing-water-treatment-with-online-sensing-and-advanced-analytics" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Optimizing water treatment with online sensing and advanced analytics" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/optimizing%20water%20treatment%20with%20online%20sensing%20and%20advanced%20analytics/gettyimages-120920864-bt-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/optimizing-water-treatment-with-online-sensing-and-advanced-analytics" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Optimizing water treatment with online sensing and advanced analytics</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-10-29T12:00:00Z">October 29, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Overlaying real-time advanced analytics on data from online sensing can help to stabilize operations and increase capacity in water-treatment facilities.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/the-mine-to-market-value-chain-a-hidden-gem" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="The mine-to-market value chain: A hidden gem" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/the%20mine%20to%20market%20value%20chain%20a%20hidden%20gem/the-mine-to-market-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/the-mine-to-market-value-chain-a-hidden-gem" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>The mine-to-market value chain: A hidden gem</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-10-05T12:00:00Z">October 5, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Enhancing end-to-end performance of the mine-to-market value chain can be a major source of value creation—yet fragmented responsibilities often cause companies to lose sight of the big picture.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/how-artificial-intelligence-can-improve-resilience-in-mineral-processing-during-uncertain-times" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="How artificial intelligence can improve resilience in mineral processing during uncertain times" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/how%20artificial%20intelligence%20can%20improve%20resilience%20in%20mineral%20processing%20during%20uncertain%20times/ai-mineral-processing-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/how-artificial-intelligence-can-improve-resilience-in-mineral-processing-during-uncertain-times" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>How artificial intelligence can improve resilience in mineral processing during uncertain times</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-06-25T12:00:00Z">June 25, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Even before the COVID-19 pandemic, mineral-processing companies were grappling with profound uncertainty. Those that took steps to harness the power of AI improved agility and operational resilience.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/mining-companies-response-to-coronavirus" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Mining companies' response to coronavirus" src="/~/media/mckinsey/industries/metals%20and%20mining/our%20insights/mining%20companies%20response%20to%20coronavirus/106413570-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/our-insights/mining-companies-response-to-coronavirus" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Mining companies’ response to coronavirus</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-05-26T12:00:00Z">May 26, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Mining companies enduring the first wave of COVID-19 effects on their operating models need to think about responding across five horizons.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/capabilities/quantumblack/our-insights/how-to-build-ai-with-and-for-everyone-in-your-organization" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="How to build AI with (and for) everyone in your organization" src="/~/media/mckinsey/business%20functions/mckinsey%20analytics/our%20insights/how%20to%20build%20ai%20with%20and%20for%20everyone%20in%20your%20organization/how-to-build-ai-for-everyone-standard-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/capabilities/quantumblack/our-insights/how-to-build-ai-with-and-for-everyone-in-your-organization" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>How to build AI with (and for) everyone in your organization</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-05-04T12:00:00Z">May 4, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Becoming an AI-driven business requires contributions from your entire workforce. While the transformation takes time, several tactics can begin democratizing AI now.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/industries/metals-and-mining/how-we-help-clients/inside-a-mining-companys-ai-transformation" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Inside a mining company鈥檚 AI transformation" src="/~/media/mckinsey/industries/metals%20and%20mining/working%20with%20us/how%20we%20help%20clients/inside%20a%20mining%20companys%20ai%20transformation/mining-ai-trans-standard-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/industries/metals-and-mining/how-we-help-clients/inside-a-mining-companys-ai-transformation" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Inside a mining company鈥檚 AI transformation</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2020-02-05T12:00:00Z">February 5, 2020</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">How copper-mining giant Freeport-McMoRan unlocked next-level performance with help from McKinsey data scientists and agile coaches.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/capabilities/mckinsey-digital/our-insights/how-top-companies-excel-with-digital-and-analytics" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="How top companies excel with digital" src="/~/media/mckinsey/business%20functions/mckinsey%20digital/our%20insights/how%20top%20companies%20excel%20with%20digital/excellingwithdigital_thumb_1536x1536.png?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/capabilities/mckinsey-digital/our-insights/how-top-companies-excel-with-digital-and-analytics" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>How top companies excel with digital and analytics</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2019-10-24T12:00:00Z">October 24, 2019</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Six key areas to help senior executives manage a tech-enabled transformation.</div></div></div></div></div><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GeneralUp_mck-c-general-up__generic-item___T5Id GenericItem_mck-c-generic-item__sGwKL GenericItem_mck-c-generic-item--with-hover-effect__hmVy2"><div class="GenericItem_mck-c-generic-item__image__F_tIc"><a data-component="mdc-c-link" href="/featured-insights/artificial-intelligence/global-ai-survey-ai-proves-its-worth-but-few-scale-impact" class="mdc-c-link___lBbY1_2734c4f"><picture data-component="mdc-c-picture"><img alt="Global AI Survey: AI proves its worth, but few scale impact" src="/~/media/mckinsey/featured%20insights/artificial%20intelligence/global%20ai%20survey%20ai%20proves%20its%20worth%20but%20few%20scale%20impact/global-ai-survey-standard-1536x1536.jpg?cq=50&mw=767&car=16:9&cpy=Center" loading="lazy"/></picture></a></div><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h5 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f"><a data-component="mdc-c-link" href="/featured-insights/artificial-intelligence/global-ai-survey-ai-proves-its-worth-but-few-scale-impact" class="mdc-c-link-heading___Zggl8_2734c4f mdc-c-link-heading--with-icon___ssPll_2734c4f mdc-c-link___lBbY1_2734c4f"><span>Global AI Survey: AI proves its worth, but few scale impact</span></a><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-arrow-right-fat-icon mdc-u-ts-9 mdc-c-heading__icon___TbFKK_2734c4f"></span></h5><div data-component="mdc-c-description" class="mdc-c-description___SrnQP_2734c4f mdc-u-ts-7"><span class="GenericItem_mck-c-generic-item__display-date__6Py5E"><time dateTime="2019-11-22T12:00:00Z">November 22, 2019</time> - </span><div class="mck-u-links-inline mck-c-generic-item__description GenericItem_mck-c-generic-item__description--with-date__KRltZ">Most companies report measurable benefits from AI where it has been deployed; however, much work remains to scale impact, manage risks, and retrain the workforce. A group of high performers shows the way.</div></div></div></div></div></div></div></div></div><div data-component="mdc-c-module-wrapper" data-module-theme="light" data-module-background="lightest-grey" data-module-category="StandalonePromo" data-module-gradient-position="top-right" class="PromoBar_mck-c-promo-bar__tebi0 mck-o-edge-to-edge mck-c-module-wrapper" data-module-name="promo-bar"><div class="mck-o-container"><div class="UpModule_mck-c-up__irSw8 mck-o-container--wrapped mck-o-container--mobile-spacing"><div class="mdc-u-grid mdc-u-grid-col-lg-12 mdc-u-grid-col-md-12 mdc-u-grid-col-sm-12"><div class="mdc-u-grid-col-lg-span-9 mdc-u-grid-col-md-span-8 mdc-u-grid-col-sm-span-12"><div class="mdc-u-grid mdc-u-grid-gutter-lg mdc-u-grid-col-sm-1 mdc-u-grid--align-start GenericItem_mck-c-generic-item__sGwKL"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f mdc-u-grid-gutter-xs GenericItem_mck-c-generic-item__content__gq1m0"><div data-component="mdc-c-content-block" class="mdc-c-content-block___7p6Lu_2734c4f"><h2 data-component="mdc-c-heading" class="mdc-c-heading___0fM1W_2734c4f mdc-u-ts-4"><div>Connect with OptimusAI</div></h2></div></div></div></div><div class="PromoBar_mck-c-promo-bar__section-cta-wrapper__5UayI mdc-u-grid-col-lg-span-3 mdc-u-grid-col-md-span-4 mdc-u-grid-col-sm-span-12"><div class="mck-c-up__footer"><div data-component="mdc-c-link-container" class="mdc-c-link-container___xefGu_2734c4f PromoBar_mck-c-promo-bar__section-cta-container__TZKYO"><a data-component="mdc-c-link" href="mailto:OptimusAI@mckinsey.com?subject=Connect%20with%20OptimusAI" class="mdc-c-button___U4iY2_2734c4f mdc-c-button--primary___Ed-lT_2734c4f mdc-c-button--size-large___jwpUy_2734c4f" aria-label=""><span data-component="mdc-c-icon" class="mdc-c-icon___oi7ef_2734c4f mck-email-icon"></span><span class="mdc-c-link__label___Pfqtd_2734c4f">Contact us</span></a></div></div></div></div></div></div></div></div></div></div></main></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"locale":"en","dictionary":{},"sitecoreContext":{"route":{"name":"OptimusAI","displayName":"OptimusAI","fields":null,"databaseName":"web","deviceId":"fe5d7fdf-89c0-4d99-9aa3-b5fbd009c9f3","itemId":"ad04c7a9-0de0-4268-81fa-02fe40aaebdb","itemLanguage":"en","itemVersion":1,"layoutId":"ae753eb4-a035-40b4-83bf-4b4438df6742","templateId":"85ff0530-7883-480f-9a4c-82123f72ffd8","templateName":"Universal Base JSS","placeholders":{"jss-main":[{"uid":"18acb685-acc2-43e6-ae42-aaba930ff664","componentName":"BaseTemplate","dataSource":"","fields":{"data":{"baseTemplate":{"name":"OptimusAI","id":"AD04C7A90DE0426881FA02FE40AAEBDB","displayName":"OptimusAI","title":{"jsonValue":{"value":"OptimusAI"}},"pageVerificationCodes":{"value":""},"sEOTitle":{"value":"OptimusAI"},"pageSubheader":{"value":""},"Body":{"value":""},"addTitleDivider":{"value":""},"standardImage":{"src":"/~/media/mckinsey/industries/metals and mining/working with us/how we help clients/optimusai/optimusai-thumb2-1287361625_1536x1536.jpg","alt":"OptimusAI","height":1536,"width":1536,"Description":""},"displayDate":{"jsonValue":{"value":"0001-01-01T00:00:00Z"}},"description":{"jsonValue":{"value":"Increasing productivity in heavy industry processing plants with advanced analytics"}},"sEODescription":{"value":""},"uniqueLogo":{"jsonValue":null},"isMinisiteParent":{"value":false},"contactPage":{"value":false},"hideFromNav":{"value":true},"transparentNavBackground":{"value":false},"navigationTitle":{"value":""},"contentType":{"jsonValue":{"name":"Industries Solutions - 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