Enrichment Quality Checks

Quality checks reduce bad routing and improve trust in enriched data.

Quick steps

1. Set required fields for enrichment success.

2. Add confidence thresholds for provider values.

3. Flag low-confidence records for manual review.

4. Track enrichment failure reason codes.

5. Reprocess failed records after configuration changes.

Best practices

• Use deterministic validation rules where possible.

• Log every enrichment decision for auditability.

• Alert on unusual spikes in low-confidence records.