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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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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
Deeper Insights: Optical Flow Post Processing for Medical Devices used for Knee Surgery
- Use case: Image recognition and video processing and 3 others
- Sector: Professional, Scientific & Professional Activities (SIC Code Section M) and 1 others
- Principle: Safety, security and robustness and 1 others
- Key function: R&D and 1 others
- AI assurance technique: Formal verification and 2 others
- Assurance technique approach: Technical
Deeper Insights: Enhancing AI Explainability in Turtle Detection using Grad-CAM
- Use case: Image recognition and video processing and 1 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 1 others
- Principle: Appropriate transparency and explainability
- Key function: R&D
- AI assurance technique: Formal verification
- Assurance technique approach: Technical
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
Credo AI: Responsible AI Governance Platform
- Use case: Big data analytics and 6 others
- Sector: Manufacturing (SIC Code Section C) and 6 others
- Principle: Safety, security and robustness and 4 others
- Key function: Product and service development and 2 others
- AI assurance technique: Compliance audit and 7 others
- Assurance technique approach: Technical and 2 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
Nvidia: Explainable AI for credit risk management: applying accelerated computing to enable explainability at scale for AI-powered credit risk management using Shapley values and SHAP
- Use case: Machine learning and 1 others
- Sector: Financial and Insurance (SIC Code Section K)
- Principle: Appropriate transparency and explainability
- Key function: Risk management
- AI assurance technique: Formal verification and 1 others

13 case studies

Use case

Sector

Principle

Key function

AI Assurance Technique

Assurance Technique Approach

Focus Sector

13 case studies

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Find out about artificial intelligence (AI) assurance techniques

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13 case studies

Use case

Sector

Principle

Key function

AI Assurance Technique

Assurance Technique Approach

Focus Sector

13 case studies

Is this page useful?

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Help us improve GOV.UK