Bias & Fairness
IBM OpenScale
Model evaluation, fairness monitoring and explainability within the IBM ecosystem.
Evidence not verified ⓘ
Legacy editorial score85.9 / 100
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23 platforms◌ Framework evidence requires verification
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Bias & Fairness
Fiddler AI
Model observability with an emphasis on explanations, performance and fairness.
Evidence not verified ⓘ
Legacy editorial score86.8 / 100
Model Monitoring
Arize AI
Observability and evaluation workflows for machine learning and LLM applications.
Evidence not verified ⓘ
Legacy editorial score82.8 / 100
Model Monitoring
Evidently AI
Open-source evaluation and monitoring for data quality, drift and model performance.
Evidence not verified ⓘ
Legacy editorial score79.5 / 100
Privacy & Compliance
OneTrust AI Governance
AI inventory, risk assessments and governance workflows for enterprise teams.
Evidence not verified ⓘ
Legacy editorial score84.4 / 100
Privacy & Compliance
BigID
Data discovery, classification and privacy workflows for AI data governance.
Evidence not verified ⓘ
Legacy editorial score80.5 / 100
Bias & Fairness
Holistic AI
AI risk management and assessment workflows across the model lifecycle.
Evidence not verified ⓘ
Legacy editorial score87.3 / 100
Bias & Fairness
Fairly AI
Fairness assessment and model risk workflows for regulated AI use cases.
Evidence not verified ⓘ
Legacy editorial score84.8 / 100
Model Monitoring
WhyLabs
Data profiling and observability workflows for model quality and drift.
Evidence not verified ⓘ
Legacy editorial score79.6 / 100
Model Monitoring
Aporia
Model monitoring and guardrail workflows for production AI applications.
Evidence not verified ⓘ
Legacy editorial score82 / 100
Privacy & Compliance
Securiti AI
Data intelligence, privacy and AI inventory workflows in a unified platform.
Evidence not verified ⓘ
Legacy editorial score83 / 100
Privacy & Compliance
TrustArc
Privacy management and assessment workflows for organizations using AI.
Evidence not verified ⓘ
Legacy editorial score78 / 100
Ethical Auditing
Arthur AI
Model monitoring and evaluation workflows for predictive and generative AI.
Evidence not verified ⓘ
Legacy editorial score86.3 / 100
Ethical Auditing
Saidot
AI inventory, documentation and risk management for governance teams.
Evidence not verified ⓘ
Legacy editorial score84.9 / 100
Ethical Auditing
Weights & Biases
Experiment tracking, evaluation and model lineage for machine learning teams.
Evidence not verified ⓘ
Legacy editorial score79.3 / 100
Ethical Auditing
Credo AI
AI inventory, policy management and risk assessment for governance programs.
Evidence not verified ⓘ
Legacy editorial score87.5 / 100
Bias & Fairness
Microsoft RAI Toolbox
Responsible AI tooling for exploring model errors, fairness and explanations.
Evidence not verified ⓘ
Legacy editorial score87.1 / 100
Bias & Fairness
Kolena
Testing and evaluation workflows for assessing AI system behavior.
Evidence not verified ⓘ
Legacy editorial score82.6 / 100
Model Monitoring
Patronus AI
Evaluation and testing workflows for LLM application quality and reliability.
Evidence not verified ⓘ
Legacy editorial score84.5 / 100
Model Monitoring
Galileo AI
Evaluation and observability tooling for generative AI applications.
Evidence not verified ⓘ
Legacy editorial score83.5 / 100
Privacy & Compliance
Lakera Guard
Security guardrails for LLM inputs and outputs, including prompt injection risks.
Evidence not verified ⓘ
Legacy editorial score83.2 / 100
Ethical Auditing
Comet ML
Experiment tracking and evaluation tooling for ML and LLM development.
Evidence not verified ⓘ
Legacy editorial score76.2 / 100
Ethical Auditing
AI Verify
AI testing and governance assessment resources from the AI Verify ecosystem.
Evidence not verified ⓘ
Legacy editorial score86.8 / 100
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