--- title: Creating AI value with enterprise context | daily.dev description: Only 16% of organizations extract transformative value from their AI deployments, according to an MIT Technology Review Insights poll in association with... canonical: https://daily.dev/posts/creating-ai-value-with-enterprise-context-gz2aeizut twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Creating AI value with enterprise context | daily.dev og:description: Only 16% of organizations extract transformative value from their AI deployments, according to an MIT Technology Review Insights poll in association with... og:url: https://daily.dev/posts/creating-ai-value-with-enterprise-context-gz2aeizut og:image: https://api.daily.dev/og/posts/gz2AEizUT.png og:image:alt: Creating AI value with enterprise context 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. # Creating AI value with enterprise context **[MIT Technology Review](https://daily.dev/sources/technologyreview)** · 3 min read · 0 upvotes · 0 comments ## Summary Only 16% of organizations extract transformative value from their AI deployments, according to an MIT Technology Review Insights poll in association with Atlan. 40% see moderate gains in specific tasks, 21% report meaningful gains, and 23% see minimal or no returns. Most companies are still piloting AI (38%) or using copilots and chat assistants (35%); just 12% have agents in production. Atlan co-founder Prukalpa Sankar says the missing layer is 'context,' a layer that translates business systems into machine-usable information for AI agents, comparing AI without it to an intern working blindfolded. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What percentage of companies are actually getting transformative value from their AI investments? Only 16% of organizations report extracting transformative value from their AI deployments. Most see smaller gains: 40% report moderate gains in specific tasks or teams and 21% report meaningful gains, while 23% see minimal or no returns at all. Just 12% have AI agents running in production, and only 3% use AI to do most of the work in key processes. _Teams judging their own AI rollout against industry benchmarks can track similar enterprise AI research on daily.dev._ ## Similar posts on daily.dev - [The AI Divide](https://daily.dev/posts/the-ai-divide-bexnprz9f) · Engineering Enablement · 2 upvotes · 0 comments - [Closing the AI impact gap](https://daily.dev/posts/closing-the-ai-impact-gap-ul2bo3ss2) · TechCentral · 2 upvotes · 0 comments - [AI is splitting companies into two groups](https://daily.dev/posts/ai-is-splitting-companies-into-two-groups-bp23bdq8v) · InfoWorld · 1 upvotes · 1 comments - [Bridging the operational AI gap](https://daily.dev/posts/bridging-the-operational-ai-gap-knfesinoz) · MIT Technology Review · 1 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#ai-agents](https://daily.dev/tags/ai-agents), [#big-data](https://daily.dev/tags/big-data) [View this post on daily.dev](https://daily.dev/posts/creating-ai-value-with-enterprise-context-gz2aeizut) ```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":"Creating AI value with enterprise context","url":"https://daily.dev/posts/creating-ai-value-with-enterprise-context-gz2aeizut","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/creating-ai-value-with-enterprise-context-gz2aeizut"},"datePublished":"2026-10-28T21:06:52.047Z","dateModified":"2026-10-28T21:35:33.902Z","description":"Only 16% of organizations extract transformative value from their AI deployments, according to an MIT Technology Review Insights poll in association with...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/1740edfb791e9ba0050a614f027e0bb6?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/1740edfb791e9ba0050a614f027e0bb6?_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/creating-ai-value-with-enterprise-context-gz2aeizut","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,ai-agents,big-data","timeRequired":"PT3M"} {"@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":"Creating AI value with enterprise context"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/creating-ai-value-with-enterprise-context-gz2aeizut#faq","mainEntity":[{"@type":"Question","name":"What percentage of companies are actually getting transformative value from their AI investments?","acceptedAnswer":{"@type":"Answer","text":"Only 16% of organizations report extracting transformative value from their AI deployments. 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