--- title: The yield imperative: Turning AI infrastructure into... description: Microsoft's Rani Borkar argues the AI industry should adopt the semiconductor concept of 'yield' as its defining metric, focused on useful output rather than... canonical: https://daily.dev/posts/the-yield-imperative-turning-ai-infrastructure-into-useful-intelligence-ovdhsvldm twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: The yield imperative: Turning AI infrastructure into useful intelligence | daily.dev og:description: Microsoft's Rani Borkar argues the AI industry should adopt the semiconductor concept of 'yield' as its defining metric, focused on useful output rather than... og:url: https://daily.dev/posts/the-yield-imperative-turning-ai-infrastructure-into-useful-intelligence-ovdhsvldm og:image: https://api.daily.dev/og/posts/OVDhSVlDm.png og:image:alt: The yield imperative: Turning AI infrastructure into useful intelligence 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 yield imperative: Turning AI infrastructure into useful intelligence **[Microsoft](https://daily.dev/sources/microsoft)** · 9 min read · 0 upvotes · 0 comments ## Summary Microsoft's Rani Borkar argues the AI industry should adopt the semiconductor concept of 'yield' as its defining metric, focused on useful output rather than raw infrastructure scale. The piece describes how memory, networking and power co-design at Microsoft (Azure Maia, Azure Cobalt 200) aim to extract more usable intelligence from existing compute, framing efficiency and accessibility as the path to broader AI adoption. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [The infrastructure lock-in costing AI companies hundreds of millions](https://daily.dev/posts/the-infrastructure-lock-in-costing-ai-companies-hundreds-of-millions-wuyswiobz) · The New Stack · 0 upvotes · 0 comments --- Tags: [#microsoft](https://daily.dev/tags/microsoft), [#hardware](https://daily.dev/tags/hardware), [#azure](https://daily.dev/tags/azure), [#ai-infrastructure](https://daily.dev/tags/ai-infrastructure) [View this post on daily.dev](https://daily.dev/posts/the-yield-imperative-turning-ai-infrastructure-into-useful-intelligence-ovdhsvldm) ```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 yield imperative: Turning AI infrastructure into useful intelligence","url":"https://daily.dev/posts/the-yield-imperative-turning-ai-infrastructure-into-useful-intelligence-ovdhsvldm","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/the-yield-imperative-turning-ai-infrastructure-into-useful-intelligence-ovdhsvldm"},"datePublished":"2026-09-02T06:02:01.560Z","dateModified":"2026-09-02T06:02:19.030Z","description":"Microsoft's Rani Borkar argues the AI industry should adopt the semiconductor concept of 'yield' as its defining metric, focused on useful output rather than...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/6adee10257ea5c2edae9d565a4ce2e96?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/6adee10257ea5c2edae9d565a4ce2e96?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Microsoft","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":"Microsoft","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/d6135e2eceeb4545bdb85da4815250b6","url":"https://daily.dev/sources/microsoft"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/the-yield-imperative-turning-ai-infrastructure-into-useful-intelligence-ovdhsvldm","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"microsoft,hardware,azure,ai-infrastructure","timeRequired":"PT9M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Microsoft","item":"https://daily.dev/sources/microsoft"},{"@type":"ListItem","position":3,"name":"The yield imperative: Turning AI infrastructure into useful intelligence"}]} ```