Confidence in every record
Column profiling reads types, ranges, and null distributions before any rule executes — so your team stops inferring what's in the payload. 34 deterministic validators cover format, mandatory fields, and cross-column logic. Describe any edge case in plain English and CleanAI compiles it into a deterministic constraint. Every remediation is traceable, every report is audit-ready.