--- title: Your AI PoC will fail (unless…) | daily.dev description: 95% of AI proof-of-concepts fail because organizations attempt projects beyond their current capabilities. A framework tailored to three AI readiness levels... canonical: https://daily.dev/posts/ddw6t6bfy twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Your AI PoC will fail (unless…) | daily.dev og:description: 95% of AI proof-of-concepts fail because organizations attempt projects beyond their current capabilities. A framework tailored to three AI readiness levels... og:url: https://daily.dev/posts/ddw6t6bfy og:image: https://api.daily.dev/og/posts/ddw6T6BFy.png og:image:alt: Post cover image 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 AI PoC will fail (unless…) **[Dev News](https://daily.dev/sources/developers_news)** · [@effectivedelivery](https://daily.dev/effectivedelivery) · 1 upvotes · 0 comments ## Summary 95% of AI proof-of-concepts fail because organizations attempt projects beyond their current capabilities. A framework tailored to three AI readiness levels helps avoid this: beginners should focus on incoming data use cases and avoid forcing AI where it isn't needed; intermediate teams should pick non-critical processes, keep PoCs under 2 weeks, and estimate production costs upfront; advanced teams with clean data can extend scope to 3-4 weeks, fine-tune models, and explore multi-agent solutions. Across all levels, matching ambition to organizational readiness is the key to turning a PoC into a real product. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Survey shows many AI projects don't make it out of PoC stage](https://daily.dev/posts/survey-shows-many-ai-projects-don-t-make-it-out-of-poc-stage-mjiqn0etm) · The Register · 0 upvotes · 0 comments - [Why Enterprise AI Projects Fail: 5 Root Causes & Fixes](https://daily.dev/posts/why-enterprise-ai-projects-fail-5-root-causes-fixes-roxbg76ej) · Netguru · 0 upvotes · 0 comments - [The Hidden Costs of Poor AI Implementation](https://daily.dev/posts/the-hidden-costs-of-poor-ai-implementation-ajvkejz79) · Medium · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning) [View this post on daily.dev](https://daily.dev/posts/ddw6t6bfy) ```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":"DiscussionForumPosting","mainEntityOfPage":"https://daily.dev/posts/ddw6t6bfy","headline":"Your AI PoC will fail (unless…)","text":"Shared: Your AI PoC will fail (unless…)","url":"https://daily.dev/posts/ddw6t6bfy","datePublished":"2026-03-26T02:48:25.841Z","dateModified":"2026-03-26T02:48:25.844Z","author":{"@type":"Person","name":"Effective Delivery","url":"https://daily.dev/effectivedelivery","image":"https://media.daily.dev/image/upload/s--bJMi4G8H--/f_auto/v1756133986/avatars/avatar_cytodIKAUOljOXGUkjtdI?_a=BAMClqZW0","description":"A bi-weekly Substack newsletter for IT leaders | effectivedelivery.io | Adam & Andrzej","interactionStatistic":{"@type":"InteractionCounter","interactionType":{"@type":"EndorseAction"},"userInteractionCount":290}},"image":"https://media.daily.dev/image/upload/s--VDukGCjf--/f_auto/v1722860399/public/Placeholder%2002","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"sharedContent":{"@type":"WebPage","url":"https://api.daily.dev/r/LbYBv6jeV"},"isPartOf":{"@type":"WebPage","url":"https://daily.dev/squads/developers_news","name":"Dev News"}} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Dev News","item":"https://daily.dev/squads/developers_news"},{"@type":"ListItem","position":3,"name":"Your AI PoC will fail (unless…)"}]} ```