--- title: How Metal AI Built an Agent-Driven Intelligence Platform... description: Metal AI, an institutional intelligence platform for private equity firms, built its retrieval layer on Vespa Cloud to handle entity- and relationship-driven... canonical: https://daily.dev/posts/how-metal-ai-built-an-agent-driven-intelligence-platform-on-vespa-cloud-x3d6k8jua twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: How Metal AI Built an Agent-Driven Intelligence Platform on Vespa Cloud | daily.dev og:description: Metal AI, an institutional intelligence platform for private equity firms, built its retrieval layer on Vespa Cloud to handle entity- and relationship-driven... og:url: https://daily.dev/posts/how-metal-ai-built-an-agent-driven-intelligence-platform-on-vespa-cloud-x3d6k8jua og:image: https://api.daily.dev/og/posts/x3d6k8juA.png og:image:alt: How Metal AI Built an Agent-Driven Intelligence Platform on Vespa Cloud 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. # How Metal AI Built an Agent-Driven Intelligence Platform on Vespa Cloud **[Vespa Blog](https://daily.dev/sources/vespa)** · 5 min read · 1 upvotes · 0 comments ## Summary Metal AI, an institutional intelligence platform for private equity firms, built its retrieval layer on Vespa Cloud to handle entity- and relationship-driven data at scale. With 95% of retrieval handled by AI agents, Metal uses Vespa's multi-entity modeling, advanced ranking, and real-time filtering to power workflows like DDQ automation. The architecture allows agents to query across documents, companies, metrics, and activities while applying business rules like recency and compliance filters. Vespa Cloud also reduced infrastructure overhead, letting the team focus on product development. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Nexla \+ Vespa, The Power Duo for AI-Ready Data Pipelines](https://daily.dev/posts/nexla-vespa-the-power-duo-for-ai-ready-data-pipelines-vogjloytz) · Vespa Blog · 4 upvotes · 0 comments - [How Meta Uses AI Agents for Data Warehouse Access and Security](https://daily.dev/posts/how-meta-uses-ai-agents-for-data-warehouse-access-and-security-uqvqrewnb) · ByteByteGo · 7 upvotes · 0 comments --- Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#fintech](https://daily.dev/tags/fintech), [#rag](https://daily.dev/tags/rag), [#vector-search](https://daily.dev/tags/vector-search) [View this post on daily.dev](https://daily.dev/posts/how-metal-ai-built-an-agent-driven-intelligence-platform-on-vespa-cloud-x3d6k8jua) ```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":"How Metal AI Built an Agent-Driven Intelligence Platform on Vespa Cloud","url":"https://daily.dev/posts/how-metal-ai-built-an-agent-driven-intelligence-platform-on-vespa-cloud-x3d6k8jua","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/how-metal-ai-built-an-agent-driven-intelligence-platform-on-vespa-cloud-x3d6k8jua"},"datePublished":"2026-03-10T14:18:36.224Z","dateModified":"2026-03-15T03:23:27.622Z","description":"Metal AI, an institutional intelligence platform for private equity firms, built its retrieval layer on Vespa Cloud to handle entity- and relationship-driven...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/6377ec0f9094eb685e510ed3bdda5416?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/6377ec0f9094eb685e510ed3bdda5416?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Vespa Blog","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":"Vespa Blog","logo":"https://media.daily.dev/image/upload/s--Kn8fCJOG--/f_auto/v1762676860/logos/vespa","url":"https://daily.dev/sources/vespa"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/how-metal-ai-built-an-agent-driven-intelligence-platform-on-vespa-cloud-x3d6k8jua","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai-agents,fintech,rag,vector-search","timeRequired":"PT5M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Vespa Blog","item":"https://daily.dev/sources/vespa"},{"@type":"ListItem","position":3,"name":"How Metal AI Built an Agent-Driven Intelligence Platform on Vespa Cloud"}]} ```