Profile data quality
← All 24 AI Employees
AE-20Operations2–4 weeks
CRM Data Steward
Detects incomplete, inconsistent, stale, or duplicate records and prepares reversible corrections for review.
Primary outcome
Keep operating data useful without silent destructive cleanup.
The outcome is validated during discovery. It is not a guarantee of performance, savings, or job replacement.
Starting work queue
Suggest field normalization
Prepare duplicate review
Track remediation batches
Connects
Candidate systems
CRMData warehouseSpreadsheetsTicketing
Every integration requires least privilege, an owner, and a revocation method.
Human control
Required gates
- Merges and deletion require approval
- Every change keeps a receipt
Release
Prove before production
- ✓ Normal and exception cases
- ✓ Privacy and security tests
- ✓ Approved quality threshold
- ✓ Monitoring, pause, and rollback
What you receive
A versioned system, not a loose persona.
Operating contract and authority matrix
Approved knowledge sources
Tool and permission map
Repeatable evaluation suite
Run and exception dashboard
Pause, recovery, and rollback guide