--- title: Making the case for context-aware AI | daily.dev description: Enterprise AI agents need operational context to make good business decisions, says Devavrat Shah, chief scientist of enterprise AI at Celonis, in this... canonical: https://daily.dev/posts/making-the-case-for-context-aware-ai-qtscsy5rm twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Making the case for context-aware AI | daily.dev og:description: Enterprise AI agents need operational context to make good business decisions, says Devavrat Shah, chief scientist of enterprise AI at Celonis, in this... og:url: https://daily.dev/posts/making-the-case-for-context-aware-ai-qtscsy5rm og:image: https://api.daily.dev/og/posts/QTsCsY5Rm.png og:image:alt: Making the case for context-aware AI og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Making the case for context-aware AI **[MIT Technology Review](https://daily.dev/sources/technologyreview)** · 17 min read · 2 upvotes · 0 comments ## Summary Enterprise AI agents need operational context to make good business decisions, says Devavrat Shah, chief scientist of enterprise AI at Celonis, in this sponsored podcast interview. Without context, agents can miss constraints, make costly mistakes, or burn excessive compute figuring things out. Shah recommends starting with one specific business decision, identifying its hardest step, testing AI there, and measuring speed and value gains before scaling. He sees future use cases spanning repetitive manual work, coordination tasks, and strategic support in finance, workforce planning, marketing, and sales. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Creating AI value with enterprise context](https://daily.dev/posts/creating-ai-value-with-enterprise-context-gz2aeizut) · MIT Technology Review · 0 upvotes · 0 comments - [Agentic AI: Why Enterprise AI Is Not Delivering on Its Promise](https://daily.dev/posts/agentic-ai-why-enterprise-ai-is-not-delivering-on-its-promise-szxzvstfv) · SingleStore · 2 upvotes · 0 comments - [Unlocking AI’s full potential: Why context is everything](https://daily.dev/posts/unlocking-ai-s-full-potential-why-context-is-everything-tugwyh3ng) · The New Stack · 1 upvotes · 0 comments - [Your AI isn’t as smart as it sounds](https://daily.dev/posts/your-ai-isn-t-as-smart-as-it-sounds-7nydaabqf) · TechCentral · 2 upvotes · 0 comments - [How enterprises are preparing for agentic AI](https://daily.dev/posts/how-enterprises-are-preparing-for-agentic-ai-cz55ekhfk) · databricks · 0 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#ai-agents](https://daily.dev/tags/ai-agents) [View this post on daily.dev](https://daily.dev/posts/making-the-case-for-context-aware-ai-qtscsy5rm) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Making the case for context-aware AI","url":"https://daily.dev/posts/making-the-case-for-context-aware-ai-qtscsy5rm","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/making-the-case-for-context-aware-ai-qtscsy5rm"},"datePublished":"2026-10-22T10:10:11.267Z","dateModified":"2026-10-22T10:10:38.180Z","description":"Enterprise AI agents need operational context to make good business decisions, says Devavrat Shah, chief scientist of enterprise AI at Celonis, in this...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/475ae74d395c3974d74fea2ec59013e3?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/475ae74d395c3974d74fea2ec59013e3?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"MIT Technology Review","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"MIT Technology Review","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/a8d03889722f4f22b3986e0b395ff076","url":"https://daily.dev/sources/technologyreview"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/making-the-case-for-context-aware-ai-qtscsy5rm","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":2},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,ai-agents","timeRequired":"PT17M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"MIT Technology Review","item":"https://daily.dev/sources/technologyreview"},{"@type":"ListItem","position":3,"name":"Making the case for context-aware AI"}]} ```