AI Bias Detection & Mitigation

Auditing tools for fairness in industrial AI systems.
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AI Bias Detection & Mitigation

Frameworks that test ML models for discriminatory patterns in hiring, quality assessment, and resource allocation, with automated retraining pipelines to correct identified biases.

TRL
5/9Validated
Impact
4/5
Investment
3/5
Category
Ethics Security

Same technology in other hubs

Polis
Polis
AI Bias Auditing Frameworks

Automated tools for detecting discrimination in public algorithms.

Connections

Ethics Security
Ethics Security
Explainable AI Tooling

Toolchains to inspect, justify, and govern AI decisions.

TRL
5/9
Impact
4/5
Investment
4/5

Envisioning is an emerging technology research institute and advisory.

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2011 — 2026

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