Bias Detection Engine
Runs distribution analysis, class imbalance checks, and group-level comparisons before model training.
Core Capabilities
Advanced Fairness Frameworks
Fairness Metrics
Computes demographic parity difference, disparate impact ratio, statistical parity, and representation imbalance.
Trust Score System
Combines fairness, representation, and proxy-bias signals into a transparent 0-100 trust score.
01
Upload Dataset
Upload CSV or Excel directly from your workspace.
02
Analyze Bias
TrustLens profiles sensitive attributes and checks for proxy bias.
03
Generate Trust Score
Metrics are converted into a risk-aware trust score.
04
Get Action Plan
Receive explainable insights and concrete mitigation recommendations.
Live Dashboard
Bias Signals, Fairness Metrics, and Trust in a Single View
TrustLens AI is built for teams that want fairness checks before training begins. Upload a dataset, inspect sensitive group coverage, detect proxy features, and generate a trust-ready report instantly.
Bias Risk
Medium
Trust Score
72/100
Pipeline Steps
Data IngestionBias DetectionFairness MetricsRecommendations