Federal / Audit / Finance

Bias and fairness testing

Normalized from public source

Description

Tests AI outcomes for disparate impact, proxy variables, and unfair bias.

AI / analytics pattern

AI governance + model testing + audit analytics

Automation level / stage

Emerging assurance service

Expected benefit

Trust, regulatory readiness, risk reduction

Controls / human review

Requires multidisciplinary audit, legal, cyber, privacy, and model-risk expertise.