AI Database Layer

Your Documents as a
Knowledge Graph

wtrdb transforms company documents into a living knowledge graph that AI agents can reason over through a single URL.

Vector search finds paragraphs.
wtrdb connects facts.

Traditional RAG returns chunks of text. Knowledge graphs understand relationships between entities across your entire document corpus.

Three steps to knowledge intelligence

01

Extraction

Upload documents. Our AI extracts entities, facts, and relationships from unstructured text.

02

Adjudication

Review and refine extracted knowledge. Merge duplicates, resolve conflicts, add context.

03

Query

Your AI agents query the knowledge graph through a single URL. Instant, grounded answers.

Full control over your knowledge pipeline

Multi-Format Ingestion

PDF, DOCX, HTML, Markdown, and more. Upload any document format seamlessly.

Grounded Extraction

Extract entities and relationships with citations back to source documents.

Cost & Time Preview

Know exactly what extraction will cost and how long it will take before you start.

Model-Per-Stage Control

Choose different LLMs for extraction, adjudication, and query stages.

Live Progress

Watch extraction happen in real-time with detailed progress updates.

Graph Visualization

Explore your knowledge graph visually with interactive node exploration.

MCP Brain Endpoints

Expose your knowledge graph as Model Context Protocol endpoints.

Per-Endpoint API Keys

Fine-grained access control with unique API keys per integration.

Why Graph beats Vector

Vector Search
Knowledge Graph
Finds similar paragraphs
Connects facts across documents
Returns chunks of text
Returns structured relationships
Limited context window
Full document traversal
Semantic similarity only
Logical reasoning chains

Deploy anywhere

Ubuntu / Debian Package

One-line install with apt

Self-Host Ready

Run on your own infrastructure

Systemd Service

Production-ready daemon management

Enterprise Deployment

Air-gapped and compliance-ready

Turn your company knowledge into an AI brain

Join the organizations already powering their AI agents with wtrdb knowledge graphs.