Order sources deliberately
Start with the sources best suited to your audience and required field. Balance match quality, freshness, and cost rather than treating every provider as interchangeable.
Structure enrichment as a sequence of permitted sources, moving to the next only when a useful result is still missing.

Start with the sources best suited to your audience and required field. Balance match quality, freshness, and cost rather than treating every provider as interchangeable.
A returned value is not automatically a usable value. Check the company identity, contact role, verification state, and confidence before allowing a result to satisfy the workflow.
Conditional enrichment keeps a workflow focused. Skip fields you already trust, stop after an acceptable result, and route uncertain matches to review rather than filling gaps with guesses.
More complete records with a traceable enrichment path.
An illustrative path through the work. Adapt the inputs, conditions, and review points to your team.
