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Find out about artificial intelligence (AI) assurance techniques

From:: Centre for Data Ethics and Innovation and Department for Science, Innovation and Technology

Find out what AI assurance is and what effective AI assurance techniques you can use in your organisation. You can also read examples of AI assurance in practice across a variety of sectors.

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Aival Evaluate, Aival Analysis Lab: Validating third-party AI by assessing performance, fairness, robustness and explainability on internal data
- Use case: Natural language processing and generation and 4 others
- Sector: Digital & Comms (SIC Code Section J) and 1 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 5 others
ClearBank: Safeguarding generative AI use cases in a regulated fintech banking API
- Use case: Natural language processing and generation and 1 others
- Sector: Financial and Insurance (SIC Code Section K)
- Principle: Safety, security and robustness and 3 others
- Key function: Risk management
- AI assurance technique: Data assurance and 1 others
- Assurance technique approach: Procedural
Lumenova AI Governance, Risk Management, and Compliance Platform
- Use case: Big data analytics and 6 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
- Principle: Safety, security and robustness and 4 others
- Key function: Product and service development and 2 others
- AI assurance technique: Data assurance and 8 others
- Assurance technique approach: Technical and 1 others
Armilla Verified: Third-party AI Product verification
- Use case: Data-driven profiling and 4 others
- Sector: Manufacturing (SIC Code Section C) and 8 others
- Principle: Fairness and 1 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 8 others
- Assurance technique approach: Technical and 1 others
ISACA: Digital Trust Ecosystem Framework (DTEF) Beta application to assure AI environments
- Use case: Big data analytics and 8 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 16 others
- Principle: Safety, security and robustness and 2 others
- Key function: R&D and 9 others
- AI assurance technique: Data assurance and 5 others
- Assurance technique approach: Procedural and 1 others
Enzai: AI Policy Centre
- Use case: Big data analytics and 8 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 6 others
- AI assurance technique: Data assurance and 7 others
- Assurance technique approach: Technical and 1 others
Enzai: AI Model Inventory
- Use case: Big data analytics and 8 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 6 others
- AI assurance technique: Data assurance and 7 others
- Assurance technique approach: Technical and 1 others
Enzai: AI Governance Hub
- Use case: Big data analytics and 8 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 6 others
- AI assurance technique: Data assurance and 7 others
- Assurance technique approach: Technical and 1 others
Enzai: Compliance Assessment Tool
- Use case: Big data analytics and 8 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 6 others
- AI assurance technique: Data assurance and 7 others
- Assurance technique approach: Technical and 1 others
Advai: Operational Boundaries Calibration for AI Systems via Adversarial Robustness Techniques
- Use case: Big data analytics and 5 others
- Sector: Manufacturing (SIC Code Section C) and 11 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 3 others
- AI assurance technique: Data assurance and 5 others
- Assurance technique approach: Technical and 2 others
Advai: Streamlining AI Governance with Advai Insight for Enhanced Robustness, Risk Management and Compliance
- Use case: Big data analytics and 3 others
- Sector: Manufacturing (SIC Code Section C) and 13 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 8 others
- Assurance technique approach: Technical and 2 others
Advai: Robustness Assurance Framework for Guardrail Implementation in Large Language Models (LLMs)
- Use case: Natural language processing and generation and 4 others
- Sector: Manufacturing (SIC Code Section C) and 12 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 5 others
- AI assurance technique: Data assurance and 5 others
- Assurance technique approach: Technical and 1 others
Advai: Advanced Evaluation of AI-Powered Identity Verification Systems
- Use case: Natural language processing and generation and 5 others
- Sector: Manufacturing (SIC Code Section C) and 10 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 6 others
- Assurance technique approach: Technical and 1 others
Advai: Robustness Assessment of a Facial Verification System Against Adversarial Attacks
- Use case: Image recognition and video processing and 4 others
- Sector: Manufacturing (SIC Code Section C) and 10 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 4 others
- Assurance technique approach: Technical and 1 others
Advai: Assurance of Computer Vision AI in the Security Industry
- Use case: Image recognition and video processing and 3 others
- Sector: Manufacturing (SIC Code Section C) and 8 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 1 others
- AI assurance technique: Data assurance and 4 others
- Assurance technique approach: Technical and 1 others
Advai: Implementing a Risk-Driven AI Regulatory Compliance Framework
- Use case: Natural language processing and generation and 4 others
- Sector: Manufacturing (SIC Code Section C) and 11 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 5 others
- Assurance technique approach: Technical and 2 others
Advai: Regulatory Aligned AI Deployment Framework
- Use case: Natural language processing and generation and 3 others
- Sector: Manufacturing (SIC Code Section C) and 5 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 3 others
- Assurance technique approach: Technical and 2 others
Holistic AI: Risk Mitigation Roadmaps
- Use case: Big data analytics and 7 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 9 others
- AI assurance technique: Data assurance and 2 others
- Assurance technique approach: Technical and 1 others
Holistic AI: Open Source Library
- Use case: Big data analytics and 7 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
- Principle: Fairness
- Key function: R&D and 9 others
- AI assurance technique: Data assurance and 3 others
- Assurance technique approach: Technical and 1 others
Holistic AI: Governance, Risk and Compliance Platform
- Use case: Big data analytics and 8 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 9 others
- AI assurance technique: Data assurance and 5 others
- Assurance technique approach: Technical and 1 others
Holistic AI: Audits
- Use case: Big data analytics and 8 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 9 others
- AI assurance technique: Data assurance and 7 others
- Assurance technique approach: Technical and 2 others
Alan Turing Institute and University of York: Trustworthy and Ethical Assurance Platform
- Sector: Professional, Scientific & Professional Activities (SIC Code Section M) and 1 others
- Principle: Safety, security and robustness and 4 others
- Key function: Product and service development and 2 others
- AI assurance technique: Data assurance and 4 others
- Assurance technique approach: Technical and 2 others
Armilla: Armilla Guaranteed - AI Product Verification and Guarantee
- Use case: Natural language processing and generation and 2 others
- Sector: Manufacturing (SIC Code Section C) and 7 others
- Principle: Safety, security and robustness and 3 others
- Key function: Supply chain management and 1 others
- AI assurance technique: Data assurance and 7 others
- Assurance technique approach: Technical and 1 others
Citadel AI: Citadel and BSI partner to provide comprehensive AI assurance techniques
- Use case: Data-driven profiling and 5 others
- Sector: Manufacturing (SIC Code Section C) and 8 others
- Principle: Safety, security and robustness and 3 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 4 others
Trilateral Research: Ethical impact assessment, risk assessment, transparency reporting, bias mitigation and co-design of AI used to safeguard children
- Use case: Natural language processing and generation and 1 others
- Sector: Public Administration & Defence (SIC Code Section O)
- Principle: Safety, security and robustness and 4 others
- AI assurance technique: Data assurance and 6 others
Digital Catapult: Ethics upskilling and tool development for startups
- Use case: Big data analytics and 1 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 2 others
- AI assurance technique: Data assurance and 2 others
Logically AI: Testing and monitoring AI models used to counter online misinformation
- Use case: Big data analytics and 4 others
- Sector: Digital & Comms (SIC Code Section J)
- Principle: Safety, security and robustness and 2 others
- Key function: R&D and 1 others
- AI assurance technique: Data assurance and 3 others
Qualitest: Supporting NHS England Future-Proof Their QA Practices with AI
- Use case: Big data analytics and 6 others
- Sector: Digital & Comms (SIC Code Section J) and 1 others
- Principle: Safety, security and robustness and 4 others
- AI assurance technique: Data assurance and 5 others
Mind Foundry: Using Continuous Metalearning to govern AI models used for fraud detection in insurance
- Use case: Machine learning
- Sector: Financial and Insurance (SIC Code Section K)
- Principle: Accountability and governance
- Key function: Product and service development and 1 others
- AI assurance technique: Data assurance and 1 others
The Alan Turing Institute: Applying argument-based assurance to AI-based digital mental health technologies
- Sector: Professional, Scientific & Professional Activities (SIC Code Section M) and 1 others
- Principle: Appropriate transparency and explainability and 3 others
- Key function: Product and service development and 2 others
- AI assurance technique: Data assurance and 4 others

30 case studies

Use case

Sector

Principle

Key function

AI Assurance Technique

Assurance Technique Approach

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30 case studies

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Find out about artificial intelligence (AI) assurance techniques

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30 case studies

Use case

Sector

Principle

Key function

AI Assurance Technique

Assurance Technique Approach

Focus Sector

30 case studies

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