--- title: At a private AI retreat, the vendor told us the tool... description: At a private retreat near Windsor, Zapier's sales and AI transformation leaders argued that enterprise AI failures are an organisational design problem, not a... canonical: https://daily.dev/posts/at-a-private-ai-retreat-the-vendor-told-us-the-tool-won-t-save-you-ca9gq5kex twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: At a private AI retreat, the vendor told us the tool won’t save you | daily.dev og:description: At a private retreat near Windsor, Zapier's sales and AI transformation leaders argued that enterprise AI failures are an organisational design problem, not a... og:url: https://daily.dev/posts/at-a-private-ai-retreat-the-vendor-told-us-the-tool-won-t-save-you-ca9gq5kex og:image: https://api.daily.dev/og/posts/cA9gQ5KEX.png og:image:alt: At a private AI retreat, the vendor told us the tool won’t save you 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. # At a private AI retreat, the vendor told us the tool won’t save you **[The Next Web](https://daily.dev/sources/tnw)** · 5 min read · 0 upvotes · 0 comments ## Summary At a private retreat near Windsor, Zapier's sales and AI transformation leaders argued that enterprise AI failures are an organisational design problem, not a tooling problem, citing MIT NANDA's finding that 95% of enterprise AI initiatives fail to deliver measurable ROI. Zapier outlined a playbook requiring three roles (a C-level issuer with real constraints, an AI transformation guild with dedicated time, and empowered frontline users), three types of use cases (role-based, team-based, org-based), and a single accountable transformation leader. Zapier presented its own internal case study, an AI sales development rep workflow credited with $1.2m in pipeline and 184 deals, as proof, though the author notes the figures are unverified. Attendees pushed back, drawing on past robotic process automation failures, warning that champions' time gets reabsorbed without genuine leadership commitment. ## 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 enterprise AI initiatives fail to deliver measurable ROI according to MIT NANDA? MIT NANDA research found that 95% of enterprise AI initiatives fail to deliver measurable ROI, across an estimated $30bn to $40bn in enterprise spending. The finding was framed as a system design problem rather than a technology problem, meaning the failure stems from organisational structure, incentives and use-case selection rather than the AI tools themselves. _daily.dev surfaces analysis like this for teams weighing where their own AI rollout might be stalling._ ### What roles does Zapier say a company needs for successful AI transformation? Zapier's playbook calls for three roles: a C-level issuer who sets a constrained mandate (like more growth without more headcount), an AI transformation guild with members from different business lines who dedicate 30-40% of formal work time to the effort, and empowered frontline users who spot broken workflows. A single accountable transformation leader sits above all three, described as the 'single throat to choke'. _Teams structuring their own AI rollout can track frameworks like this via daily.dev._ ### How much value did Zapier's internal AI sales development rep workflow generate? Zapier's own always-on AI sales development representative workflow was credited with $1.2m in pipeline, 184 deals created, 10 hours saved weekly per account executive, 480 hours reclaimed annually, and 4.5 full-time equivalents unlocked, plus $15,000-$20,000 of avoided tooling costs. The workflow researches engaged accounts, pulls contacts from HubSpot, and drafts personalized emails for human review before sending. These figures are the company's own and were not independently verified. _Anyone benchmarking AI automation ROI claims can follow real-world case studies like this on daily.dev._ ## Similar posts on daily.dev - [The AI Divide](https://daily.dev/posts/the-ai-divide-bexnprz9f) · Engineering Enablement · 1 upvotes · 0 comments - [One real reason AI isn't delivering: Meatbags in manglement](https://daily.dev/posts/one-real-reason-ai-isn-t-delivering-meatbags-in-manglement-za94pgcwp) · The Register · 1 upvotes · 0 comments - [AI takes a seat on the team](https://daily.dev/posts/ai-takes-a-seat-on-the-team-aiismynuh) · Atlassian · 0 upvotes · 0 comments - [Most enterprise AI spend still hasn’t left the lab](https://daily.dev/posts/most-enterprise-ai-spend-still-hasn-t-left-the-lab-67rnahvsv) · The Next Web · 0 upvotes · 0 comments --- Tags: [#automation](https://daily.dev/tags/automation) [View this post on daily.dev](https://daily.dev/posts/at-a-private-ai-retreat-the-vendor-told-us-the-tool-won-t-save-you-ca9gq5kex) ```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":"At a private AI retreat, the vendor told us the tool won’t save you","url":"https://daily.dev/posts/at-a-private-ai-retreat-the-vendor-told-us-the-tool-won-t-save-you-ca9gq5kex","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/at-a-private-ai-retreat-the-vendor-told-us-the-tool-won-t-save-you-ca9gq5kex"},"datePublished":"2026-09-30T14:27:37.463Z","dateModified":"2026-09-30T14:28:02.986Z","description":"At a private retreat near Windsor, Zapier's sales and AI transformation leaders argued that enterprise AI failures are an organisational design problem, not a...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5372289d77b04782c978e67e6ae3d5e1?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/5372289d77b04782c978e67e6ae3d5e1?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"The Next Web","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 Next Web","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/tnw","url":"https://daily.dev/sources/tnw"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/at-a-private-ai-retreat-the-vendor-told-us-the-tool-won-t-save-you-ca9gq5kex","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"automation","timeRequired":"PT5M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"The Next Web","item":"https://daily.dev/sources/tnw"},{"@type":"ListItem","position":3,"name":"At a private AI retreat, the vendor told us the tool won’t save you"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/at-a-private-ai-retreat-the-vendor-told-us-the-tool-won-t-save-you-ca9gq5kex#faq","mainEntity":[{"@type":"Question","name":"What percentage of enterprise AI initiatives fail to deliver measurable ROI according to MIT NANDA?","acceptedAnswer":{"@type":"Answer","text":"MIT NANDA research found that 95% of enterprise AI initiatives fail to deliver measurable ROI, across an estimated $30bn to $40bn in enterprise spending. 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