AI Data Quality & Enforcement Engine

Continuous data quality at pipeline scale: automated profiling, statistical anomaly detection, schema drift + auto-fix. GE/Soda/DBT quality gates prevent bad data flowing to warehouse.

• Automated profiling + anomaly scoring per column
• Schema drift detect + alert on threshold
• GE/Soda/DBT quality gate integration
• Auto-fix recommendation per anomaly type
• Quality scorecard per data product + owner

• Catch data quality issues before analytics run
• Zero bad-data — quality gates block bad data
• Data quality as-code in version control
• Quality scorecard per team accountability + incentive