Find Bias.
Fix Models.
Build Trust.
FairForge Arena is your AI fairness training gym. Upload datasets, run adversarial audits, train bias-free models with reinforcement learning, and generate compliance reports — all in one place.
Built for Real-World Scenarios
Pre-configured templates for the highest-risk AI applications.
Hiring
Resume screening, candidate ranking, interview scheduling bias
Loan & Finance
Credit scoring, loan approval, interest rate discrimination
Medical
Triage prioritization, treatment recommendation, risk assessment
Intersectional
Multi-axis bias across gender × race × age combinations
Three Steps to Fair AI
Upload & Audit
Drop your CSV or pick a sample. FairForge injects adversarial bias and runs 8+ fairness metrics automatically.
Train & Mitigate
Use PPO reinforcement learning or choose from 5 mitigation strategies to reduce detected bias.
Report & Ship
Generate an A–F report card with policy compliance, Gemini narrative, and exportable PDF.
Control Center
Run an audit below or jump straight to any feature — results sync across all pages.
Hiring Model
Resume screening bias — gender & race disparities, Title VII compliance
Loan / Finance
Credit scoring bias — racial proxy features, ECOA fair-lending rules
Medical Triage
Risk scoring bias — age/gender calibration, HHS §1557 requirements
Intersectional
Gender × Race × Age cross-axis bias — worst-affected subgroup detection
Adversarial Audit
Upload CSV or use a template. Injects bias & scores 8+ fairness metrics instantly.
Bias Heatmap
Color-coded demographic × metric matrix. Spot the worst-affected groups at a glance.
RL Training
PPO agent debiases in real-time. Live reward & bias curves, before/after comparison.
Mitigation Engine
5 strategies: reweighting, threshold adj., proxy removal, adversarial & calibration.
What-If / XAI
Flip one protected attribute — see if the decision changes. Gemini explanation included.
Drift Monitor
Track bias drift over time. Simulate production drift & receive automated alerts.
Policy Compliance
12 legal checks: Title VII, ECOA, ADA, EU AI Act. Pass/Fail with legal citations.
Policy Editor
Write custom fairness guardrails as code. YAML preview & live evaluation.
Audit Trail
Cryptographic blockchain-style log. Verify integrity & demo tamper detection.
Report Card
A–F letter grade, radar chart breakdown, Gemini narrative & PDF export.
Benchmark
Compare GPT-4o, Claude, Gemini & more on 50 standardised bias test prompts.
Shadow AI
Detect unsanctioned AI-generated content. Identifies Claude, GPT & Gemini signatures.
Audit
Upload a dataset, configure parameters, and run the full fairness pipeline
No audit run yet
Upload a CSV above or use a sample dataset
Bias Heatmap
Cross-group fairness visualization — demographic groups × metrics
No heatmap data
Run an audit first to generate the heatmap
RL Training
PPO-based reinforcement learning to reduce bias while preserving accuracy
Fairness Policies
12 legal and ethical fairness rules checked against your model
Report Card
Full fairness audit report with letter grade and compliance summary
No report generated
Run an audit to generate the fairness report card
Mitigation Engine
Apply bias-fixing strategies and see projected improvement
No suggestions yet
Run an audit to generate tailored mitigation strategies
What-If Explorer
Change one protected attribute and see how the model decision flips
Drift Monitoring
Real-time fairness drift detection and production observability
Audit Trail
Cryptographically verifiable, tamper-evident audit log
Model Benchmark
Compare fairness scores across AI models on 50 standardized bias test prompts
Policy-as-Code Editor
Define, edit, and enforce programmable fairness guardrails
Shadow AI Detector
Scan text to detect unsanctioned AI-generated content