Dev.to
7/14/2026

Your AI agent shouldn't act on data it can't cite
Short summary
abm.dev is a B2B data enrichment API where every field carries its own source and confidence score, designed for AI agents that act on data without human review. It aggregates ten providers behind one schema and preserves conflicting values rather than silently picking one. The pitch is that agents need grounded, citable data to avoid hallucinating pipeline—especially for companies with little public footprint.
- •Every enrichment field returns a value, confidence score, source, and verification status—not a blended trust rating
- •When sources disagree, both values are kept with notes rather than silently picking a winner
- •Agents can gate actions on confidence thresholds and cite sources, available via REST or as a Claude Connector over MCP
Generated with AI, which can make mistakes.
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