1. Upload Vehicle Damage Image
Drop Image Here
- or -
Click to Upload
2. Driver Audio Statement
Drop Audio Here
- or -
00:00
Real-time Fairness Audit Report
Upload an image and audio statement, then run the audit to detect and mitigate bias.
Legacy AI Model (Simulated)
Decision Output
--
Confidence: --%
Flawed Reasoning
"--"
Bias Detection Engine
BIAS SCORE: --%
Flagged Demographic Factors
--
Counterfactual Analysis
--
Real-World Grounding
--
BiasLens Corrected Decision
FAIRNESS IMPROVEMENT: +--%
Fair Status
--
Confidence: --%
Unbiased Reasoning
"--"
Damage: --
Est. Cost: --
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