Polyvia AI Blog

Insights on our journey of building the first Visual Knowledge Index - queryable index of facts for visual data.

From RAG to Reality: Designing an Operational Ontology for AI Systems
Deep Dive

From RAG to Reality: Designing an Operational Ontology for AI Systems

An operational ontology turns RAG from text retrieval into a system that models claims, evidence, and actions over time.

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Rethinking RAG for Visual Data: Building a Knowledge Graph with Agentic Visual Reasoning
Deep Dive

Rethinking RAG for Visual Data: Building a Knowledge Graph with Agentic Visual Reasoning

Most AI agents today can read text — but when it comes to charts, diagrams, and slides, they're effectively blind.

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