FairLens
VerifiedEnterprise-grade AI fairness auditing platform. Upload datasets and trained models to receive comprehensive, interactive fairness audit reports with bias heatmaps and SHAP explanations.
Frameworks Covered
NIST-AI-RMF
Services
bias-auditfairness-metricsdrift-detectionaudit-versioning
About FairLens
FairLens is a full-stack SaaS-grade web app where teams upload a dataset and trained model (or plug in an API endpoint) and receive a comprehensive, interactive fairness audit report. Built for production use with model-format agnosticism, audit versioning, and enterprise compliance features.
Features
- Bias heatmap (D3-rendered, feature x protected attribute)
- What-if simulator with SHAP explanations
- Comprehensive metrics (demographic parity, equal opportunity, disparate impact, equalized odds)
- Model agnostic (Pickle, ONNX, external API endpoints)
- Audit versioning with dataset/model hashes
- Drift detection across audit history
Packages
@fairlens/ui— React component library@fairlens/sdk— JavaScript SDKfairlens-core— Python fairness enginefairlens-cli— Command-line interface
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