Find out about artificial intelligence (AI) assurance techniques

From:: 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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Anekanta® AI: Facial Recognition Privacy Impact Risk Assessment System™ (for verification and remote biometric identification)
- Use case: Image recognition and video processing
- Sector: Manufacturing (SIC Code Section C) and 9 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 7 others
- AI assurance technique: Compliance audit and 3 others
- Assurance technique approach: Procedural
Warden AI: Continuous Bias Auditing for HR Tech
- Use case: Data-driven profiling and 3 others
- Sector: Administrative & Support Services (SIC Code Section N)
- Principle: Appropriate transparency and explainability and 3 others
- Key function: Product and service development and 2 others
- AI assurance technique: Compliance audit and 1 others
- Assurance technique approach: Technical and 1 others
Linear Infrastructure Planning Panel: A Collaborative approach to AI governance
- Sector: Energy & Utilities (SIC Code Sections D & E) and 3 others
- Principle: Appropriate transparency and explainability and 3 others
- Key function: Product and service development
- 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
RAI Institute: Artificial Intelligence Impact Assessment (AIIA)
- 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 4 others
- Key function: Risk management
- AI assurance technique: Certification and 1 others
- Assurance technique approach: Technical
Deeploy: Ensuring transparency & good governance in anti-money- laundering and other high-risk applications
- Use case: Data-driven profiling and 2 others
- Sector: Financial and Insurance (SIC Code Section K) and 2 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 3 others
- AI assurance technique: Compliance audit and 3 others
- Assurance technique approach: Technical
Sheffield Hallam University: Accountability Principles for Artificial Intelligence (AP4AI)
- Sector: Public Administration & Defence (SIC Code Section O)
- Principle: Safety, security and robustness and 4 others
- Key function: Risk management
- Assurance technique approach: Procedural
IFOW: Good Work Algorithmic Impact Assessment
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
- Principle: Safety, security and robustness and 4 others
- Key function: Human Resources
- AI assurance technique: Compliance audit and 2 others
- Assurance technique approach: Procedural
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: 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: 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
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
Anekanta AI: AI Risk Intelligence System for biometric and high-risk AI
- Use case: Data-driven profiling and 2 others
- Sector: Energy & Utilities (SIC Code Sections D & E) and 8 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 4 others
- AI assurance technique: Compliance audit and 4 others
- Assurance technique approach: Procedural and 1 others
Careful AI: PRIDAR Assurance Framework
- Use case: Big data analytics and 8 others
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 12 others
- Principle: Safety, security and robustness and 4 others
- Key function: R&D and 9 others
- AI assurance technique: Compliance audit and 6 others
- Assurance technique approach: Technical and 2 others
European AI Scanner
- 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 9 others
- AI assurance technique: Compliance audit and 5 others
- Assurance technique approach: Procedural 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
BABL AI: Conducting third-party audits for automated employment decision tools
- Use case: Natural language processing and generation and 2 others
- Sector: Digital & Comms (SIC Code Section J) and 2 others
- Principle: Fairness and 2 others
- Key function: Human Resources
- AI assurance technique: Compliance audit and 3 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
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
FSA: Developing an AI-based Proof of Concept that prioritises businesses for food hygiene inspections while ensuring the ethical and responsible use of AI
- Use case: Machine learning and 1 others
- Sector: Accommodation and Food Service (SIC Code Section I) and 4 others
- Principle: Safety, security and robustness and 4 others
- Key function: Risk management
- AI assurance technique: Compliance audit and 2 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

24 case studies

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AI Assurance Technique

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Find out about artificial intelligence (AI) assurance techniques

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24 case studies

Use case

Sector

Principle

Key function

AI Assurance Technique

Assurance Technique Approach

24 case studies

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