Giskard
AI Evaluation & Testing
Open-source testing platform backed by European Commission grants for LLM red-teaming and automated vulnerability scanning.
Supporting capability — high-risk scope dependentSupporting governance capability
Data Governance & Quality Controls
Data governance and quality controls can support high-risk AI system obligations. Their legal relevance depends on system classification and the specific applicable requirements.
Statutory basisArticle 10
Practical checkpoints
- Document relevant data sources and provenance
- Define data quality and bias-control procedures
- Maintain evidence of data governance decisions
Navigator mappings are a discovery aid. They do not establish that an organisation or system is legally in scope, compliant or certified.
Start with the evidence
These software matches come from the requirement tags recorded in the Navigator catalogue. Review each vendor profile and its source evidence before making a procurement or compliance decision.
Run assessmentMAPPED SOFTWARE
Tools recorded for this requirement
25 source-linked profiles currently mapped to this requirement.
Credo AI
AI Governance & Inventory
Enterprise AI governance platform supporting multi-stakeholder risk workflows and NIST AI RMF / EU AI Act alignment.
Holistic AI
AI Governance & Inventory
Independent AI risk management platform specialized in bias auditing, risk registries, and cross-border regulatory governance.
Fiddler AI
AI Evaluation & Testing
Enterprise observability platform providing explainable AI (XAI), fairness metrics, and production drift telemetry.
WhyLabs
AI Evaluation & Testing
Privacy-preserving AI observability platform computing statistical summaries on-device without data leakage.
Encord
Technical Documentation
Data development platform providing automated annotation quality control, data lineage, and bias curation.
Kolena
AI Evaluation & Testing
Scenario-driven model evaluation platform verifying model behavior across granular sub-cohorts and edge cases.
FairNow
AI Governance & Inventory
AI governance platform automating bias audits and compliance for high-risk employment and financial algorithms.
Arthur AI
AI Evaluation & Testing
Model monitoring and governance engine offering real-time prompt risk scoring, hallucination tracking, and bias evaluation.
Privacera
AI Security & Guardrails
Data access governance platform providing fine-grained access control, PII discovery, and vector database security for GenAI applications.
Immuta
AI Governance & Inventory
Data security platform automating data discovery, dynamic access control, and audit compliance for AI and analytics workloads.
Tecnotree Sensa AI
AI Evaluation & Testing
Enterprise AI intelligence platform integrating CognitiveScale's trusted AI engines for automated risk, bias, and explainability governance.
Securiti
AI Governance & Inventory
DataAI security and governance platform that discovers and catalogs AI models and agents, classifies AI risk, maps data-to-AI relationships, and assesses AI systems against the EU AI Act and other regulations.
Iterative (CML / DVC)
Technical Documentation
Open-source developer platform bringing Git version control to datasets, machine learning experiments, and model pipelines.
Qualdo
AI Evaluation & Testing
Continuous ML and data quality monitoring platform providing automated anomaly detection, performance tracking, and confidence scoring.
Privado AI
AI Governance & Inventory
Static code analysis platform discovering embedded AI models, third-party API calls, and data privacy risks directly in source code repositories.
IBM watsonx.governance
AI Governance & Inventory
Enterprise AI governance platform for managing AI use cases, risk, compliance workflows and lifecycle oversight.
Relari AI
AI Evaluation & Testing
Synthetic dataset generation and RAG evaluation platform stress-testing generative pipelines on enterprise edge cases.
Kili Technology
Technical Documentation
French data labeling and quality platform auditing annotation consensus, data lineage, and training dataset integrity.
ClearML
Technical Documentation
Open-source MLOps platform recording full environment configurations, dataset versions, and training telemetry for model reproducibility.
Synthesized
Technical Documentation
Data synthesis platform creating privacy-compliant, balanced synthetic datasets to eliminate bias in ML training and testing.
Fairlearn
AI Evaluation & Testing
Open-source Python framework providing fairness metrics, disparate impact mitigation algorithms, and comparative fairness dashboards.
AI Fairness 360 (AIF360 - IBM)
AI Evaluation & Testing
Open-source toolkit containing over 70 fairness metrics and 10 bias mitigation algorithms developed by IBM Research and Linux Foundation AI.
WhyLogs Bias & Fairness Auditing
AI Evaluation & Testing
Open-source data logging standard enabling differential statistical profiling and demographic fairness metric computation directly on-device.
Syntho
Technical Documentation
Dutch AI synthetic data engine generating privacy-compliant synthetic datasets while preserving statistical properties and eliminating bias.