--- title: The Balanced Scorecard for the AI Era | daily.dev description: AI adoption in high-stakes industries like energy is failing not at the prototype stage but at deployment, where regulatory, security, and safety hurdles kill... canonical: https://daily.dev/posts/the-balanced-scorecard-for-the-ai-era-ndojvtkvu twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: The Balanced Scorecard for the AI Era | daily.dev og:description: AI adoption in high-stakes industries like energy is failing not at the prototype stage but at deployment, where regulatory, security, and safety hurdles kill... og:url: https://daily.dev/posts/the-balanced-scorecard-for-the-ai-era-ndojvtkvu og:image: https://api.daily.dev/og/posts/NdOjVtkVu.png og:image:alt: The Balanced Scorecard for the AI Era 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. # The Balanced Scorecard for the AI Era **[Simple Thread](https://daily.dev/sources/simplethread)** · 4 min read · 2 upvotes · 0 comments ## Summary AI adoption in high-stakes industries like energy is failing not at the prototype stage but at deployment, where regulatory, security, and safety hurdles kill projects before launch. Drawing on the Balanced Scorecard framework, the author argues that organizations are measuring AI success almost entirely on speed of development while ignoring resilience and compliance. A proposed fifth lens — Resilience and Trust — would force teams to account for the hidden cost of unlaunchable features and bring governance questions to the front of the process, enabling safer innovation rather than paralysis. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [AI adoption and business acceleration are changing the expectations of technology risk management](https://daily.dev/posts/ai-adoption-and-business-acceleration-are-changing-the-expectations-of-technology-risk-management-pgj7gvf0k) · CSO Online · 0 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#ai-governance](https://daily.dev/tags/ai-governance) [View this post on daily.dev](https://daily.dev/posts/the-balanced-scorecard-for-the-ai-era-ndojvtkvu) ```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":"The Balanced Scorecard for the AI Era","url":"https://daily.dev/posts/the-balanced-scorecard-for-the-ai-era-ndojvtkvu","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/the-balanced-scorecard-for-the-ai-era-ndojvtkvu"},"datePublished":"2026-07-15T14:02:43.214Z","dateModified":"2026-09-13T18:26:39.165Z","description":"AI adoption in high-stakes industries like energy is failing not at the prototype stage but at deployment, where regulatory, security, and safety hurdles kill...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/2ee7c128a79676f3c48f2a8dfa9310a5?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/2ee7c128a79676f3c48f2a8dfa9310a5?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Simple Thread","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":"Simple Thread","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/82c0dd537790449d9b595be436d10e7e","url":"https://daily.dev/sources/simplethread"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/the-balanced-scorecard-for-the-ai-era-ndojvtkvu","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":2},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,ai-governance","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Simple Thread","item":"https://daily.dev/sources/simplethread"},{"@type":"ListItem","position":3,"name":"The Balanced Scorecard for the AI Era"}]} ```