Scoping & Planning
Define objectives, stakeholder alignment, and fairness criteria tailored to your industry and use-case.
Data & Metrics Analysis
Evaluate dataset representativeness, compute disparity metrics (parity, odds, calibration), and uncover hidden biases.
Mitigation & Monitoring
Apply pre-, in-, or post-processing debiasing, deploy continuous monitoring, and set automated alerts for drift.