Integrity-Adjusted Savings

Not every cost cut is a real saving.

ML Mind differentiates between unsafe compression and savings that preserve facts, dates, citations, policy and answer reliability.

Raw vs safe savings

Raw cost reduction (%)Risk / quality penalty (%)Fallback and rework cost (%)

Cheap optimization may look good until missing facts, stale policies or weak answers cause expensive rework.

Raw savings claim

Integrity penalty

Integrity-adjusted savings

DecisionSafe only if quality holds

Use your simulator result as the starting point for a free ML Mind AI FinOps audit.