Bias, fairness & explainability
Bias, fairness & explainability covers libraries and platforms to measure and mitigate bias and explain model decisions.
In brief
Bias, fairness & explainability, in brief.
What it isBias, fairness & explainability covers libraries and platforms to measure and mitigate bias and explain model decisions.
Where it sitsOne of 16 categories in the Safety and trust layer. Safety and trust covers the tools that check, test and control AI systems: evaluations, guardrails, security, red-teaming, monitoring, and the platforms that handle governance and compliance.
What we track34 products, including Aequitas, AI Explainability 360, AI Fairness 360, Alibi Explain and Amazon SageMaker Clarify.
The products
34 products in Bias, fairness & explainability.
Each name opens a search for that product in our index.
ProductMakerIts own site
From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.
Questions
Bias, fairness & explainability, answered.
What is Bias, fairness & explainability in AI infrastructure?Bias, fairness & explainability covers libraries and platforms to measure and mitigate bias and explain model decisions.
Which layer of AI infrastructure is Bias, fairness & explainability in?Bias, fairness & explainability is in the Safety and trust layer. Safety and trust covers the tools that check, test and control AI systems: evaluations, guardrails, security, red-teaming, monitoring, and the platforms that handle governance and compliance.
Which products are in Bias, fairness & explainability?We track 34 products in Bias, fairness & explainability, including Aequitas, AI Explainability 360, AI Fairness 360, Alibi Explain, Amazon SageMaker Clarify, Captum, circuit-tracer (attribution graphs) and DALEX. The full list is on this page.
Safety and trust
The other categories in Safety and trust.
AI agent management platformsAI governance & compliance platformsAI incident & risk databasesAI securityAI-generated content & deepfake detectionConfidential AI & private inferenceContent provenanceEvalsGuardrailsInterpretability & model internals toolingLLM & agent observabilityModeration & guard classifiersPrompt managementRed-teamingVoice & conversational agent simulation testing