AI Fairness Auditor

FairLens

Audit datasets and model predictions for bias with a workflow designed for clear, defensible fairness review.

Dataset Bias Detection

Review selection differences in raw data.

Model Prediction Analysis

Inspect fairness in automated decisions.

Clear Fairness Insights

Get concise risk and recommendation summaries.

Primary workflow

Upload a dataset to begin

Start with a CSV file or load a demo dataset to see how FairLens structures fairness auditing end to end.

Step 1 of 3

Upload a CSV dataset

Drag and drop your file here, or browse to open a CSV from your device.

CSV files only

Use a guided demo

Load a representative example to review the product flow before uploading your own data.