Polyvia Blog

Engineering insights, product updates, and research notes from the Polyvia AI team.

Launching Polyvia 1: Multimodal Document Retrieval API
ReleaseJun 15, 20264 min read

Launching Polyvia 1: Multimodal Document Retrieval API

Agentic search stalls past ~100 multimodal files, and the only infra available is visual extractors / PDF parsers. Polyvia 1 is the end-to-end pipeline for multimodal document retrieval — sub-200ms over 100K+ files.

From RAG to Reality: Designing an Operational Ontology for AI Systems
Deep DiveFeb 09, 20265 min read

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.

Rethinking RAG for Visual Data: Building a Knowledge Graph with Agentic Visual Reasoning
Deep DiveJan 29, 20263 min read

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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