--- title: AI Edge Portal brings on-device ML testing at scale description: Google AI Edge Portal, announced in private preview, facilitates large-scale on-device machine learning testing across diverse mobile devices. It offers a... canonical: https://daily.dev/posts/ai-edge-portal-brings-on-device-ml-testing-at-scale-har86t2wk twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: AI Edge Portal brings on-device ML testing at scale | daily.dev og:description: Google AI Edge Portal, announced in private preview, facilitates large-scale on-device machine learning testing across diverse mobile devices. It offers a... og:url: https://daily.dev/posts/ai-edge-portal-brings-on-device-ml-testing-at-scale-har86t2wk og:image: https://api.daily.dev/og/posts/HAR86t2wk.png og:image:alt: AI Edge Portal brings on-device ML testing at scale 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. # AI Edge Portal brings on-device ML testing at scale **[Google Cloud](https://daily.dev/sources/gcp)** · 4 min read · 7 upvotes · 0 comments ## Summary Google AI Edge Portal, announced in private preview, facilitates large-scale on-device machine learning testing across diverse mobile devices. It offers a streamlined model benchmarking process, reducing testing costs and complexity while providing critical insights for model optimization and deployment readiness. Developers can test over 100 Android device models, anticipate hardware-specific performance issues, and gain powerful data-driven insights to improve app experiences. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#cloud](https://daily.dev/tags/cloud), [#mobile](https://daily.dev/tags/mobile), [#android](https://daily.dev/tags/android), [#gcp](https://daily.dev/tags/gcp) [View this post on daily.dev](https://daily.dev/posts/ai-edge-portal-brings-on-device-ml-testing-at-scale-har86t2wk) ```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":"AI Edge Portal brings on-device ML testing at scale","url":"https://daily.dev/posts/ai-edge-portal-brings-on-device-ml-testing-at-scale-har86t2wk","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/ai-edge-portal-brings-on-device-ml-testing-at-scale-har86t2wk"},"datePublished":"2025-05-20T17:49:19.693Z","dateModified":"2025-05-20T17:49:34.929Z","description":"Google AI Edge Portal, announced in private preview, facilitates large-scale on-device machine learning testing across diverse mobile devices. It offers a...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/b546e853e9f5414bdea648b08ea3a91c?_a=AQAEuj9","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/b546e853e9f5414bdea648b08ea3a91c?_a=AQAEuj9","isAccessibleForFree":true,"articleSection":"Google Cloud","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":"Google Cloud","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/gcp","url":"https://daily.dev/sources/gcp"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/ai-edge-portal-brings-on-device-ml-testing-at-scale-har86t2wk","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":7},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"machine-learning,cloud,mobile,android,gcp","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Google Cloud","item":"https://daily.dev/sources/gcp"},{"@type":"ListItem","position":3,"name":"AI Edge Portal brings on-device ML testing at scale"}]} ```