LLMs alone won’t solve your AI challenges. Here’s what will.

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pb-[calc((134/782)*100%)]"> <div class="cover-img__image-position absolute top-0 right-0 bottom-0 left-0 "> <img class="cover-img__image relative w-full h-full object-cover" src="https://media.licdn.com/dms/image/v2/D5612AQHeavMhyPx5tw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1731440474593?e=2147483647&v=beta&t=WNj355WR2nZAdHIfhaqFJFv0PtMAvGdrx09KqXPb2fw" fetchpriority="high" data-embed-id="cover-image" alt="LLMs alone won’t solve all your AI challenges. Here’s what will."> </div> </div>  </figure> <header> <section class="core-section-container relative my-3"> <h1 class="pulse-title text-display-md text-color-text lg:text-display-lg font-bold w-11/12">LLMs alone won’t solve all your AI challenges. Here’s what will.</h1> <div class="ellipsis-menu absolute right-0 top-0"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-pulse_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/671xosfpvk4c0kqtyl87hashi"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fpulse%2Fllms-alone-wont-solve-all-your-ai-challenges-heres-what-salesforce-uzeec&trk=article-ssr-frontend-pulse_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=PONCHO_ARTICLE&_f=guest-reporting" data-tracking-control-name="article-ssr-frontend-pulse_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="PONCHO_ARTICLE" data-semaphore-content-urn="urn:li:linkedInArticle:7262187473479315456" data-semaphore-tracking-prefix="article-ssr-frontend-pulse_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this article </a>  </li>  </ul>  </div> </div> <div class="core-section-container__content break-words"> <div class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link publisher-author-card"> <a class="base-card__full-link absolute top-0 right-0 bottom-0 left-0 p-0 z-[2]" href="https://www.linkedin.com/company/salesforce" data-tracking-control-name="article-ssr-frontend-pulse_publisher-author-card" data-tracking-will-navigate> <span class="sr-only"> Salesforce </span> </a> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C560BAQHZ9xYomLW7zg/company-logo_100_100/company-logo_100_100/0/1630658255326/salesforce_logo?e=2147483647&v=beta&t=qTOWgVlA05Oyq4_yQSi790-w_uu88NQ3SNcgh9xl738" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="Salesforce"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full ">  <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> Salesforce </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> 👋 We're Salesforce, the customer company. CRM + Data + AI + Trust. </h4>  <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> Published Nov 12, 2024 </div>  </div> <div class="base-main-card__ctas z-[3] self-center ml-3 babybear:ml-1 babybear:self-start"> <a class="base-main-card__cta btn-sm btn-secondary" href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fllms-alone-wont-solve-all-your-ai-challenges-heres-what-salesforce-uzeec%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_publisher-author-card" data-tracking-control-name="article-ssr-frontend-pulse_publisher-author-card" data-tracking-will-navigate> + Follow </a> </div> </div> </div> </section> </header> <div data-test-id="article-content-blocks">  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Business leaders are setting themselves up for AI failure in a misguided rush to train and deploy their own LLMs. </span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>The truth is that LLMs alone can’t solve all AI challenges. What can? A carefully-designed system that integrates data, AI, and automation to answer your questions </span><span class="italic">and</span><span class> autonomously take action for you. </span> </p> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Here we explain what that looks like, as well as the </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Esalesforce%2Ecom%2Fblog%2Fcomplete-ai-system%2F%3Futm_campaign%3Damer_cbaw%26utm_content%3DSalesforce_LinkedIn%2520Newsletter%2520%2528Ask%2520More%2520of%2520AI%2529%26utm_medium%3Dorganic_social%26utm_source%3Dlinkedin&urlhash=-YUk&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>AI anti-patterns</a></span><span class> that lead to expensive mistakes.</span> </p> </div>  <hr data-test-id="publishing-divider-block" class="my-[3.2rem] mx-auto h-[1px] border-0 bg-black-a16">  <div class="flex flex-col mt-2" data-test-id="publishing-image-block" rel="ugc"> <figure> <img class="lazy-load block w-full" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFX0w_rmFETtQ/article-inline_image-shrink_400_744/article-inline_image-shrink_400_744/0/1731440595771?e=2147483647&v=beta&t=Hcky5K70xE7sFNhiwlyXpRrCU41dMWpAIh1PUtE6OLM"> <figcaption class="mt-[0.8rem] text-center text-sm font-normal text-color-text-low-emphasis" data-test-id="publishing-image-block-caption"> <span class>[Image: Aleona Pollauf / Salesforce]</span> </figcaption> </figure> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>AI agents might just be the secret to the survival of hybrid work</span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Many employees are pushing back against returning to the office, even though leaders insist that in-person work is essential for success. Here’s where AI can help. </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Esalesforce%2Ecom%2Fblog%2Fai-and-remote-work%2F%3Futm_campaign%3Damer_cbaw%26utm_content%3DSalesforce_LinkedIn%2520Newsletter%2520%2528Ask%2520More%2520of%2520AI%2529%26utm_medium%3Dorganic_social%26utm_source%3Dlinkedin&urlhash=4Lsl&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>AI agents can boost</a></span><span class> productivity, innovation, and collaboration, and keep both employees and leaders satisfied with their work setup.</span> </p> </div>  <hr data-test-id="publishing-divider-block" class="my-[3.2rem] mx-auto h-[1px] border-0 bg-black-a16">  <a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Esalesforce%2Ecom%2Fform%2Fother%2Frole-based-newsletter%2F%3Futm_campaign%3Damer_cbaw%26utm_content%3DSalesforce_LinkedIn%2520Newsletter%2520%2528Ask%2520More%2520of%2520AI%2529%26utm_medium%3Dorganic_social%26utm_source%3Dlinkedin&urlhash=zrYn&trk=article-ssr-frontend-pulse_publishing-image-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_publishing-image-block" data-tracking-will-navigate class="flex flex-col mt-2" data-test-id="publishing-image-block" rel="ugc"> <figure> <img alt="Get articles selected just for you, in your inbox. Sign up now for The 360 Blog email newsletter." class="lazy-load block w-full" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFaJeKjAr3q8Q/article-inline_image-shrink_1000_1488/article-inline_image-shrink_1000_1488/0/1731440666884?e=2147483647&v=beta&t=7_KlIFwDuR1vRKqAp6SW_2WiMUjHgqxYedtqGXfOOdk">  </figure> </a>  <hr data-test-id="publishing-divider-block" class="my-[3.2rem] mx-auto h-[1px] border-0 bg-black-a16">  <div class="inline-articles bg-color-surface-new border-hidden rounded-sm p-1 mx-auto my-1.5 mamabear:w-2/3 inline-articles__before"> <h2 class="text-xl font-medium ml-1.5 my-1 text-color-text mamabear:text-center">Recommended by LinkedIn</h2> <div class="flex flex-wrap mx-0.5 babybear:mx-1.5"> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/ai-vastly-improves-productivity-business-users-reduces-jakob-nielsen"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D4E12AQEh-aZUuhJAsg/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1685473557827?e=2147483647&v=beta&t=D9wz0TxhYKIuT9mpaqGuz1DKJXfa7va9lE02kZW6YZQ"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">AI Vastly Improves Productivity for Business Users and…</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> Jakob Nielsen </span> <span class="before:middot pt-0.5 inline-article-published-date"> 1 year ago </span> </div> </a>  </div> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/thomson-reuters-top-reads-thomson-reuters-pwbzc"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQGM1zsLobK7rQ/article-cover_image-shrink_600_2000/article-cover_image-shrink_600_2000/0/1706215410498?e=2147483647&v=beta&t=6VLq1tP4BwI27kyNUwFFq8li_dTM6c3opNCXE-cdYM0"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">Thomson Reuters Top Reads</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> Thomson Reuters </span> <span class="before:middot pt-0.5 inline-article-published-date"> 1 year ago </span> </div> </a>  </div> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/your-organization-designed-win-ai-freshworks-inc-z1t9c"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQEHS6DpNgGe3w/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1718308382807?e=2147483647&v=beta&t=ybz00Lgxmk0kiaQVR8LIPassVFHK6ne6d0VmaOmEebc"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">Is your organization designed to win with AI?</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> Freshworks </span> <span class="before:middot pt-0.5 inline-article-published-date"> 8 months ago </span> </div> </a>  </div> </div> </div> <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>What our community is saying </span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <blockquote class="w-auto"><span class>“The advancement of AI opens a new horizon for recruitment. In HR, it’s essential to prioritize empathy and human connection at every stage of the process, ensuring that technology enhances the experience for both candidates and teams. The collaboration between humans and AI could redefine the talent we attract and the culture we build.”</span></blockquote> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>— </span><span class> <a href="https://ar.linkedin.com/in/alejandra-pedernera?trk=article-ssr-frontend-pulse_little-mention" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-mention" data-tracking-will-navigate data-test-link> Alejandra Pedernera </a>  </span><span class>, IT recruiter</span> </p> </div>  <hr data-test-id="publishing-divider-block" class="my-[3.2rem] mx-auto h-[1px] border-0 bg-black-a16">  <div class="article-main__content" data-test-id="publishing-text-block"> <h3><span class>What we're reading</span></h3> </div>  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Egovtech%2Ecom%2Fblogs%2Flohrmann-on-cybersecurity%2Fwhat-factors-slow-enterprise-ai-implementations&urlhash=8WTb&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>Half of companies in a recent survey</a></span><span class> admitted to launching generative AI initiatives without being prepared to do so. Shortcomings include data quality and security issues, and a lack of proper cloud infrastructure. (</span><span class>  <a href="https://www.linkedin.com/company/government-technology?trk=article-ssr-frontend-pulse_little-mention" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-mention" data-tracking-will-navigate data-test-link>Government Technology</a>  </span><span class>)</span></li> <li><span class>The world’s largest companies are being urged to embrace AI </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Etechmonitor%2Eai%2Fdigital-economy%2Fai-and-automation%2Fglobal-companies-falling-short-on-net-zero-but-ai-offers-path-forward-report-finds&urlhash=Bfz4&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>to help hit net zero emission targets</a></span><span class>; today just 16% of companies are on track to do so by 2050. (</span><span class>  <a href="https://uk.linkedin.com/company/techmonitorai?trk=article-ssr-frontend-pulse_little-mention" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-mention" data-tracking-will-navigate data-test-link>Tech Monitor</a>  </span><span class>)</span></li> <li><span class>Generative AI </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Emckinsey%2Ecom%2Fcapabilities%2Fmckinsey-digital%2Four-insights%2Fcharting-a-path-to-the-data-and-ai-driven-enterprise-of-2030&urlhash=2TLK&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>highlights the need for trusted data</a></span><span class>, putting pressure on companies to make significant shifts to build a truly data-first organization. (</span><span class>  <a href="https://www.linkedin.com/showcase/mckinsey-digital/?trk=article-ssr-frontend-pulse_little-mention" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-mention" data-tracking-will-navigate data-test-link>McKinsey Digital</a>  </span><span class>)</span></li> </ul> </span> </p> </div>  <hr data-test-id="publishing-divider-block" class="my-[3.2rem] mx-auto h-[1px] border-0 bg-black-a16">  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="italic">This newsletter was curated by</span><span class="italic"> </span><span class="italic"> <a href="https://www.linkedin.com/in/lisadicarlo?trk=article-ssr-frontend-pulse_little-mention" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-mention" data-tracking-will-navigate data-test-link> Lisa DiCarlo Lee </a>  </span><span class="italic">, Contributing Editor at </span><span class="italic">  <a href="https://www.linkedin.com/company/salesforce?trk=article-ssr-frontend-pulse_little-mention" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-mention" data-tracking-will-navigate data-test-link>Salesforce</a>  </span><span class="italic">.</span> </p> </div>  <hr data-test-id="publishing-divider-block" class="my-[3.2rem] mx-auto h-[1px] border-0 bg-black-a16">  <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">What’s the biggest question you have about AI?</span><span class> Let us know in the comments. 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min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://www.linkedin.com/in/bill-whitley-74228113?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-will-navigate> Bill Whitley </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">Packaging Specialist </p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 3w </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex 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href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fllms-alone-wont-solve-all-your-ai-challenges-heres-what-salesforce-uzeec%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Like </span> </div> </a> <span class="before:middot font-sans text-s text-color-text-low-emphasis"></span> <a 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class="comment__reactions-count font-sans text-xs text-color-text-low-emphasis border-l-1 border-solid border-color-border-low-emphasis pl-1 mx-1 hidden"> 1 Reaction </span> </div> </div> </section>  <section class="comment flex grow-1 items-stretch leading-[16px] comment-with-action my-1.5"> <div> <a href="https://in.linkedin.com/in/megha371?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Megha Chouhan, graphic"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://in.linkedin.com/in/megha371?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-will-navigate> Megha Chouhan </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">Technical Content Writer | SEO Content Strategist | Technical Writer</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 1mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative 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href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fpulse%2Fllms-alone-wont-solve-all-your-ai-challenges-heres-what-salesforce-uzeec&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=COMMENT&_f=guest-reporting" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="COMMENT" data-semaphore-content-urn="urn:li:comment:(urn:li:ugcPost:7262191137786875905,7285672106997010432)" data-semaphore-tracking-prefix="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]">  <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">At the end of the day, an LLM's intelligence is only as good as the data and training it receives from humans. The quality of input—whether it's labeling, data curation, or ongoing fine-tuning—directly impacts its performance. Companies like #LLumoAI helps in optimize the training and 360° LLM Performance Visibility to ensure they deliver the right outcomes, whether it's improving accuracy, reducing hallucinations, or aligning the model with business goals. </p>  </div>   </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fllms-alone-wont-solve-all-your-ai-challenges-heres-what-salesforce-uzeec%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" 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text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">☁️ Salesforce Partner | Driving business success with innovative Salesforce solutions | VP of Business Development & Partnerships @Inforge | Agentforce expert | Let's connect!</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 2mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" 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data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 " data-delayed-url="https://media.licdn.com/dms/image/v2/D5603AQFIF0x8kWZO6A/profile-displayphoto-shrink_400_400/B56ZNzLyx_GgAg-/0/1732804293561?e=2147483647&v=beta&t=E1GHRJ7A0t1yD2qJKpAfTC-w5n9dkvPE3nRAI8Qn2Kc" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Karan Gupta, graphic"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://in.linkedin.com/in/karan-gupta-a515a3261?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-will-navigate> Karan Gupta </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">Website Developer | Digital marketing</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 2mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" 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data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">Very informative</p>  </div>   </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fllms-alone-wont-solve-all-your-ai-challenges-heres-what-salesforce-uzeec%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" 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data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Boštjan Dolinšek, graphic"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://si.linkedin.com/in/bo%C5%A1tjan-dolin%C5%A1ek-0b7337255?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-will-navigate> Boštjan Dolinšek </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline"></p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 2mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" 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data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a>  </li>  </ul>  </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">OK Boštjan Dolinšek</p>  </div>   </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fllms-alone-wont-solve-all-your-ai-challenges-heres-what-salesforce-uzeec%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" 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data-test-id="social-actions__comments" data-id="social-actions__comments" data-num-comments="13" data-singular="%numComments% Comment" data-plural="%numComments% Comments"> 13 Comments </div>  </div> </div>  </a> </li> <li> <a href="https://www.linkedin.com/pulse/9-ways-ai-make-you-better-marketer-salesforce-ikycc?trk=article-ssr-frontend-pulse" target="_self" data-tracking-control-name="article-ssr-frontend-pulse" data-tracking-will-navigate class="base-card relative w-full hover:no-underline focus:no-underline base-card--link base-main-card flex flex-wrap py-2 pr-2 babybear:pr-0 base-main-card--link babybear:py-1 main-article-card">  <div class="base-main-card__media relative w-[228px] block overflow-hidden flex-shrink-0 rounded-md h-[129px] babybear:w-[105px] babybear:h-[59px]"> <img class="h-full" 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data-delayed-url="https://static.licdn.com/aero-v1/sc/h/asiqslyf4ooq7ggllg4fyo4o2" height="16px" width="16px"> <span aria-hidden="true" class="font-normal ml-0.5" data-test-id="social-actions__reaction-count"> 555 </span> </div> <code id="social-actions__reaction-image-APPRECIATION" style="display: none"></code>  <code id="social-actions__reaction-image-EMPATHY" style="display: none"></code> <code id="social-actions__reaction-image-ENTERTAINMENT" style="display: none"></code>  <code id="social-actions__reaction-image-INTEREST" style="display: none"></code> <code id="social-actions__reaction-image-LIKE" style="display: none"></code> <code id="social-actions__reaction-image-MAYBE" style="display: none"></code> <code id="social-actions__reaction-image-PRAISE" style="display: none"></code>  <div class="flex items-center font-normal text-color-text-low-emphasis no-underline visited:text-color-text-low-emphasis before:middot my-1" data-separate-ctas="false" 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