Analyzing Dataset…

Running fairness algorithms on your data

βœ“ Parsing CSV
βš™ Running Fairness Metrics
🧠 Generating AI Explanation
πŸ“Š Preparing Results
✨ AI-Powered Bias Detection

Detect and Fix Bias
in AI Systems

Upload your dataset, get a fairness score, understand the bias in plain English, apply automated fixes, and download a full compliance report β€” in minutes.

98%Detection Accuracy
6Fairness Metrics
AIPlain-English Explanations

From Raw Data to Fair AI in 4 Steps

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01

Upload

Drag & drop your CSV dataset. Supports demographic and outcome columns.

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02

Analyze

Our engine computes bias score, disparate impact, and fairness metrics instantly.

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πŸ› 
03

Fix

Apply AI-suggested debiasing techniques with one click. See before & after.

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πŸ“„
04

Report

Download a full PDF compliance report with metrics, explanations, and fixes.

Everything You Need for Responsible AI

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Bias Score Dashboard

Instant 0–100 bias score with visual indicators and trend tracking.

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Fairness Metrics

Demographic parity, equal opportunity, disparate impact, and more.

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AI Explanations

Human-readable summaries of what bias was found and why it matters.

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Auto-Fix Engine

Reweighting, resampling, and threshold adjustment techniques applied automatically.

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Before vs After Charts

Visual comparison showing exactly how much improvement was achieved.

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PDF Compliance Report

Audit-ready reports for GDPR, EU AI Act, and internal governance.

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Drag & Drop your CSV file here

or click to browse your files

πŸ’‘ Don't have a dataset?

Analysis typically takes 5–10 seconds

🎯

Bias Score

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72 / 100
Low Risk Moderate High Risk

High bias detected. Immediate action recommended.

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Fairness Metrics

Demographic Parity Ideal: < 0.10
0.28
⚠ Poor
Equal Opportunity Diff. Ideal: < 0.10
0.31
⚠ Poor
Disparate Impact Ideal: > 0.80
0.67
⚠ Poor
Predictive Parity Ideal: < 0.10
0.19
⚠ Moderate
🧠

AI-Generated Explanation

AI

Loading explanation...

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Affected Groups

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Suggested Fixes

Bias Score Reduction β€”
Overall Improvement β€”
Technique Applied Reweighting
BEFORE
72
Bias Score
⚠ High Risk
↓ 75%
AFTER
18
Bias Score
βœ“ Low Risk

Detailed Metrics Comparison

Metric Before After Improvement Status

Bias Score Comparison

All Metrics: Before vs After

Great improvements achieved! Now generate your compliance report.

πŸ” FairLens AI β€” Fairness Audit Report April 2025

πŸ“‹ Dataset Summary

Filedataset.csv
Rows Analyzed1,000
Columns8
Analysis Dateβ€”

🎯 Bias Assessment

Before Fix 72 / 100 High Risk
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After Fix 18 / 100 Low Risk

πŸ“ Metrics Summary

MetricBeforeAfterChange

🧠 AI Explanation

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πŸ›  Fixes Applied

    βœ… Compliance Checklist

    βœ“ GDPR Article 22 β€” Automated Decision-Making
    βœ“ EU AI Act β€” High-Risk System Fairness
    βœ“ Equal Employment Opportunity Guidelines
    βœ“ Disparate Impact Doctrine (80% Rule)
    βœ“ Operation successful!