CRM Data Enrichment Best Practices
Nine best practices for enriching a CRM without turning it into a landfill: schema validation, deduping, confidence scoring, and rollback.
1. Never write unvalidated output
Every enrichment call must return against a strict JSON schema. If the schema fails, the write is dropped — not partially applied.
2. Make writes idempotent
Same input, same output, same target — write should be a no-op on the second call. This alone prevents 90% of duplicate-note pain.
3. Attach a confidence to every field
The rep needs to know which fields to trust. A 92% confidence on employee count is a fact. A 41% confidence is a hint.
4–9 in short
Dedupe on domain, not name. Timestamp every enrichment. Store the raw model response for audit. Rate-limit at the source. Rollback on schema drift. Never overwrite human-edited fields without asking.
FAQ
How long should raw model output be retained?
90 days is a good default — long enough for audit, short enough for privacy.