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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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23 case studies

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23 case studies
Function Strategy and corporate finance
  • NayaOne’s AI Sandbox 
    • Use case: Natural language processing and generation and 4 others
    • Sector: Energy & Utilities (SIC Code Sections D & E) and 5 others
    • Principle: Safety, security and robustness and 3 others
    • Key function: R&D and 5 others
    • AI assurance technique: Compliance audit and 5 others
    • Assurance technique approach: Technical and 2 others
  • 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
  • ISACA: Digital Trust Ecosystem Framework (DTEF) 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: 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
  • 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
  • Kairoi: Responsible AI Interview Questions
    • Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
    • Principle: Safety, security and robustness and 2 others
    • Key function: R&D and 9 others
    • Assurance technique approach: Procedural
  • 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
  • British Standards Institution: EU AI Act Readiness Assessment and Algorithmic Auditing
    • Use case: Machine learning and 1 others
    • Sector: Healthcare & Social Work (SIC Code Section Q)
    • Principle: Safety, security and robustness
    • Key function: R&D and 3 others
    • AI assurance technique: Certification and 4 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