Unify your data with canonical mappings

Connect any database, map any schema, generate embeddings automatically. The complete platform for building data-driven AI applications.

50+
Data sources
10k+
Mappings/sec
99.9%
Uptime
100M+
Embeddings

Everything you need to unify data

From connection to embedding, we handle the complexity

Universal connectors

Connect to any database, CRM, or data source with live status monitoring

Smart mapping

Visual field mapping with versioning, preview, and validation

Auto embeddings

Generate vector embeddings automatically for every canonical record

Full audit trail

Track every action, user, and system event with comprehensive logging

Agent access

Manage AI agents with API keys and track embedding usage

One-click deploy

Ship production-ready APIs in minutes, not months

Ready to unify your data?

Start mapping in minutes with our interactive demo