Counterfactual Fairness Engine
Simulate
Fairness.
Upload any dataset. FairSim simulates alternate realities using counterfactual AI to reveal hidden bias in decisions - not just detect it.
DiCE
Counterfactual Engine
DoWhy
Causal Inference
Gemini
AI Narration
How it works
Beyond bias detection
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Counterfactual Engine
Generate alternate realities - "If this person had a different gender, would they still be approved?"
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Causal Inference
DoWhy causal graphs model cause-effect, not just correlation.
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Live Simulation
Slide distributions and watch fairness metrics update in real time.
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Gemini AI Audit
Plain-English fairness reports and policy recommendations powered by Gemini 2.5 Flash.