--- title: Your organization prioritized AI adoption, but you... description: Argues that enterprises pursuing AI adoption often stop at giving teams tool access, which research shows underperforms without deeper fluency in when and how... canonical: https://daily.dev/posts/your-organization-prioritized-ai-adoption-but-you-actually-need-ai-fluency--mpk1fjpng twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Your organization prioritized AI adoption, but you actually need AI fluency. | daily.dev og:description: Argues that enterprises pursuing AI adoption often stop at giving teams tool access, which research shows underperforms without deeper fluency in when and how... og:url: https://daily.dev/posts/your-organization-prioritized-ai-adoption-but-you-actually-need-ai-fluency--mpk1fjpng og:image: https://api.daily.dev/og/posts/mpK1fJpnG.png og:image:alt: Your organization prioritized AI adoption, but you actually need AI fluency. 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. # Your organization prioritized AI adoption, but you actually need AI fluency. **[The New Stack](https://daily.dev/sources/newstack)** · 4 min read · 0 upvotes · 0 comments ## Summary Argues that enterprises pursuing AI adoption often stop at giving teams tool access, which research shows underperforms without deeper fluency in when and how to apply AI. Proposes a hub-and-spoke operating model: a central hub owning platform strategy and governance, paired with AI engineers embedded in business departments to reimagine workflows from first principles rather than bolting AI onto existing processes. Cites Harvard Business School and McKinsey research to support the case that workflow redesign, not tool rollout, drives measurable business impact. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [The AI-driven talent and operating model transformation](https://daily.dev/posts/the-ai-driven-talent-and-operating-model-transformation-boc87qhva) · TechCentral · 0 upvotes · 0 comments --- Tags: [#career](https://daily.dev/tags/career), [#gitlab](https://daily.dev/tags/gitlab), [#ai-engineering](https://daily.dev/tags/ai-engineering) [View this post on daily.dev](https://daily.dev/posts/your-organization-prioritized-ai-adoption-but-you-actually-need-ai-fluency--mpk1fjpng) ```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":"Your organization prioritized AI adoption, but you actually need AI fluency.","url":"https://daily.dev/posts/your-organization-prioritized-ai-adoption-but-you-actually-need-ai-fluency--mpk1fjpng","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/your-organization-prioritized-ai-adoption-but-you-actually-need-ai-fluency--mpk1fjpng"},"datePublished":"2026-09-02T15:02:00.207Z","dateModified":"2026-09-02T15:04:45.590Z","description":"Argues that enterprises pursuing AI adoption often stop at giving teams tool access, which research shows underperforms without deeper fluency in when and how...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/1189a85913c23f4da0958079727e806f?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/1189a85913c23f4da0958079727e806f?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"The New Stack","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":"The New Stack","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/newstack","url":"https://daily.dev/sources/newstack"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/your-organization-prioritized-ai-adoption-but-you-actually-need-ai-fluency--mpk1fjpng","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"career,gitlab,ai-engineering","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"The New Stack","item":"https://daily.dev/sources/newstack"},{"@type":"ListItem","position":3,"name":"Your organization prioritized AI adoption, but you actually need AI fluency."}]} ```