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Context Data vs unify

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Context Data compared with unify
DetailContext Data logo Context Dataunify logo unify
What it doesGoverned access to production data for AI agents Models that keep learning
StageNot given Not given
FoundedNot given Not given
Based inNot given US
Pricing modelOpen source Not given
PricingNot given Not given
Key features
  • Automatic detection and masking of sensitive data in results
  • Risk-based approval workflow for writes
  • Append-only audit log of all requests
  • Support for multiple protocols: MCP, Postgres wire, HTTP
  • Data lineage tracking
  • Continuous model training from user interactions
  • Automatic quality improvement
  • Reduced latency and cost over time
  • User-owned learning flywheel
What makes it different
  • Works with agents and data you already have
  • Open source under Apache 2.0 license
  • Transparent status of every feature
  • Models learn inside the harness rather than remaining frozen
  • Eliminates the limitation of frozen models with notepads
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)26 no change since last check56 no change since last check
Trust Flow (Majestic)726
Citation Flow (Majestic)2337
Referring domains (Majestic)124610

3 details filled in for both companies.

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