Polyvia.ai is a cutting-edge 2026 visual AI infrastructure tool that builds a queryable "Visual Knowledge Index" from charts, tables, diagrams in PDFs, PPTX, DOCX—extracting structured facts with VLM-OCR, connecting them in a knowledge graph for agentic reasoning across thousands of documents. Every answer comes with precise visual citations (source/page/figure) for audit-ready accuracy. Designed for finance/research/analytics teams and multimodal agents (BYOK LLM, MCP integrations like Claude/Cursor). Private beta with enterprise VPC/on-prem options—turns scattered visuals into a single source of truth.