Polyvia is the first Visual Knowledge Index for Agents & MCPs. Turn scattered visuals into a queryable source of truth with every fact disambiguated. Other tools extract visuals OR index text — Polyvia indexes and reasons over visuals, connecting facts across 10,000s of documents. Built for developers of multimodal agents and knowledge-work teams.
Hey Product Hunt 👋, this is Mateusz from the Polyvia AI team, and we're very excited to launch Polyvia today! 🚀 Get early access → polyvia.ai/#access (or send email to: [email protected])
The problem: ~80% of enterprise knowledge lives in visual form — charts, slides, diagrams, infographics. Current AI tools either extract visuals OR index text - neither can reason across thousands of visual documents.
The result? Agents hallucinate. Search fails. Insights stay buried.
The solution: Polyvia is the first Visual Knowledge Index for Agents & MCPs - queryable index of facts for visual data. Think "Pinecone for visual data" - but with agentic visual reasoning.
Turn scattered visuals into a queryable source of truth.
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What Polyvia does: • Extraction — Charts, tables, diagrams, infographics → structured visual logic • Indexing — Connect facts into a graph-based single source of truth • Reasoning — Query for answers with audit-ready citations, or explore topics
Example: Query: "What's the difference between revenue of Company-A and Company-B in the last quarter?"
❌ Text-Only Agent: "I cannot find specific revenue numbers in the text."
2 ways to access: • 🔌 Polyvia API & Polyvia MCP Server — available through REST API and our MCP Server for Claude, Cursor, and more • 🖥️ Polyvia Studio — visual search and exploration for knowledge-work teams in research, finance, healthcare
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We are currently in private Beta (Polyvia-0.5). We will be fast-tracking ProductHunt users throughout the day.
Hey Product Hunt 👋, this is Mateusz from the Polyvia AI team, and we're very excited to launch Polyvia today!
🚀 Get early access → polyvia.ai/#access (or send email to: [email protected])
The problem: ~80% of enterprise knowledge lives in visual form — charts, slides, diagrams, infographics. Current AI tools either extract visuals OR index text - neither can reason across thousands of visual documents.
The result? Agents hallucinate. Search fails. Insights stay buried.
The solution: Polyvia is the first Visual Knowledge Index for Agents & MCPs - queryable index of facts for visual data. Think "Pinecone for visual data" - but with agentic visual reasoning.
Turn scattered visuals into a queryable source of truth.
---
What Polyvia does:
• Extraction — Charts, tables, diagrams, infographics → structured visual logic
• Indexing — Connect facts into a graph-based single source of truth
• Reasoning — Query for answers with audit-ready citations, or explore topics
Example:
Query: "What's the difference between revenue of Company-A and Company-B in the last quarter?"
❌ Text-Only Agent: "I cannot find specific revenue numbers in the text."
✅ Polyvia:
→ "Company-A Q4 revenue: $10.67M [Chart; page 12; doc 6367]"
→ "Company-B Q4 revenue: $7.05M [Infographic; page 91; doc 65220]"
→ "Difference: $3.62M"
2 ways to access:
• 🔌 Polyvia API & Polyvia MCP Server — available through REST API and our MCP Server for Claude, Cursor, and more
• 🖥️ Polyvia Studio — visual search and exploration for knowledge-work teams in research, finance, healthcare
---
We are currently in private Beta (Polyvia-0.5). We will be fast-tracking ProductHunt users throughout the day.
🚀 Get early access → polyvia.ai/#access (or send email to: [email protected])
📖 Read the full story → Polyvia Blog - Rethinking RAG for Visual Data