Enrichment is upstream risk
Bad enrichment does not stay in Clay. It moves into sending tools, CRM records, routing rules, and reports. One weak field can cause the wrong email, wrong owner, or wrong segment.
That is why enrichment needs validation, not just more sources.
Normalize before scoring
Company names, domains, titles, LinkedIn URLs, industries, countries, and employee counts should be normalized before fit rules run.
If the same company appears under three names, scoring and suppression become unreliable. Normalize early and keep the raw source values for audit.
Use readiness gates
A lead should not enter sending just because enrichment completed. Required fields, suppression checks, duplicate checks, and fit rules should decide readiness.
This keeps bad data from becoming a sending problem. A failed enrichment row should create a visible state, not disappear.
Keep cost visible
Enrichment can become expensive when retries, duplicate rows, and bad sources are invisible. Track cost by source, campaign, and usable lead.
Cost per usable lead matters more than cost per enriched row. The system should show which sources produce records that pass readiness checks.
Operating checklist
- Normalize company and domain fields.
- Run duplicate and suppression checks before sending.
- Separate enriched from ready.
- Track source and enrichment cost.
- Store raw source values for audit.
Next step
Find the leak before buying another tool.
If enrichment volume is high but usable leads are low, the fix is usually validation and readiness gates.
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