Catalogue of Tools & Metrics for Trustworthy AI

These tools and metrics are designed to help AI actors develop and use trustworthy AI systems and applications that respect human rights and are fair, transparent, explainable, robust, secure and safe.

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Data Governance & Traceability

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Scope

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Objective Data Governance & Traceability

TechnicalUnited StatesUploaded on Jun 9, 2026
Cloud platform for evaluating AI system performance on private data and presenting results

Related lifecycle stage(s)

Verify & validate

EducationalProceduralIrelandUploaded on Jun 5, 2026
This handbook provides guidance on ethical and legal responsibilities associated with the use of high-risk AI systems in the EU civil security domain, focusing on use cases in border control, policing, and immigration. The aims of the handbook are to provide a structured pathway for engaging and understanding deployer responsibilities as outlined in the AI Act, focusing on high-risk AI systems, and to help establish processes for the ethical use of AI solutions.

TechnicalFranceUploaded on Jun 9, 2026
GovLLM is an open-source runtime governance framework for LLM systems. It treats regulatory compliance as a continuous signal derived from production observability rather than a static audit verdict. A panel of small language model judges evaluates each response against governance profiles.

TechnicalInternationalUploaded on Jun 3, 2026
SegMate is an open source AI Toolkit developed by the Vector Institute, which can help organizations and researchers apply cutting-edge computer vision techniques in the fight against climate change

TechnicalInternationalUploaded on Jun 3, 2026
Fuel iX is an enterprise AI platform that enables organisations to connect their infrastructure to a library of large language models and build, deploy and manage generative AI applications with centralized control and observability.

TechnicalInternationalUploaded on Jun 3, 2026
FlowMS is an AI-powered utility efficiency tool built on AWS that analyses metering data to detect anomalies in water use and help conserve water in Amazon buildings.

TechnicalUploaded on Jun 3, 2026
AI Ethics for Fairness is a software application that supports the detection, evaluation and mitigation of bias in AI models by analysing datasets, training models and applying fairness processing techniques.

TechnicalUploaded on Jun 3, 2026
AI Energy Score is an initiative to establish standardized energy efficiency ratings for AI models in order to help the industry make informed decisions about sustainability in AI development.

TechnicalUploaded on Jun 3, 2026
The Moderation endpoint allows developers to classify text and image inputs to determine whether they may violate OpenAI’s safety policies.

Related lifecycle stage(s)

Operate & monitorDeploy

TechnicalUploaded on Jun 3, 2026
Content Credentials provide tamper-evident metadata that gives you more information about how a piece of digital content was created and edited.

Related lifecycle stage(s)

Operate & monitor

ProceduralUploaded on Feb 16, 2026
The AI Inherent Risk Scale (AIIRS) is a task-based classification instrument that helps organisations assess the inherent risk of generative AI use. It evaluates tasks against three criteria—epistemic dependence, verifiability, and consequences of error—and assigns a LOW, MEDIUM, or HIGH risk rating using a max-dominant model. AIIRS supports proportionate safeguards, accountable oversight, and governance-aligned decision-making without determining whether AI use is permitted in a given context.

Related lifecycle stage(s)

Operate & monitor

TechnicalUploaded on Nov 20, 2025
openIMIS is a versatile open source software which supports the administration of health financing and social protection schemes.

TechnicalUploaded on Nov 20, 2025
EuroDaT is a European data trustee with a unique data transaction principle that ensures the secure and legally compliant exchange of data between any parties.

Related lifecycle stage(s)

Collect & process data

ProceduralUploaded on Nov 20, 2025
MISSION KI's Compliance Monitor is a tool for monitoring compliance with legal frameworks to facilitate interoperability, data flows and benefit sharing.

EducationalUploaded on Nov 7, 2025
As part of the MISSION KI project, the initiative has developed the innovative data set search engine (Daseen), which for the first time enables cross-source searches for data sets.

TechnicalProceduralUploaded on Aug 14, 2025>1 year
A legally enforceable AI-user interaction framework that verifies informed consent through multimodal methods, protects user intellectual property via blockchain-based tracking, and ensures lifetime authorship rights with legal safeguards against unauthorized use or AI training reuse.

Related lifecycle stage(s)

Plan & design

TechnicalEducationalUploaded on Aug 27, 2025
A robust multi-agent reinforcement learning framework that evaluates and recommends intervention practices for elementary school children.

EducationalUploaded on Aug 6, 2025
Software that helps educational providers identify handwriting issues and students (aged 5-12) improve their handwriting

ProceduralUploaded on Mar 20, 2026
The AI Governance Playbook from the Council on AI Governance helps organizations align people, processes and tools to achieve responsible AI outcomes.

TechnicalEuropeUploaded on May 19, 2025
The AIFS is the first fully operational weather prediction open model using machine learning technology for weather forecasting.

Partnership on AI

Disclaimer: The tools and metrics featured herein are solely those of the originating authors and are not vetted or endorsed by the OECD or its member countries. The Organisation cannot be held responsible for possible issues resulting from the posting of links to third parties' tools and metrics on this catalogue. More on the methodology can be found at https://oecd.ai/catalogue/faq.