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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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49 case studies

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49 case studies
Assurance Technique Approach Procedural
  • Newton’s Tree’s Federated AI Monitoring Service (FAMOS)
    • Use case: Big data analytics and 2 others
    • Sector: Healthcare & Social Work (SIC Code Section Q)
    • Principle: Safety, security and robustness and 4 others
    • Key function: Risk management
    • AI assurance technique: Performance testing
    • Assurance technique approach: Technical and 1 others
  • CarefulAI: Prompt-LLM Improvement Method (PLIM)
    • Use case: Natural language processing and generation and 1 others
    • Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 17 others
    • Principle: Safety, security and robustness
    • Key function: R&D and 2 others
    • AI assurance technique: Data assurance and 7 others
    • Assurance technique approach: Technical and 2 others
  • 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
  • FairNow: Conversational AI and Chatbot Bias Assessment
    • 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: Compliance audit and 2 others
    • Assurance technique approach: Technical and 1 others
  • FairNow: AI Governance Platform & AI Governance Program Implementation
    • 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 3 others
    • Key function: R&D and 9 others
    • AI assurance technique: Compliance audit and 5 others
    • Assurance technique approach: Technical and 1 others
  • FairNow: NYC Bias Audit With Synthetic Data (NYC Local Law 144)
    • 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 3 others
    • Key function: R&D and 9 others
    • AI assurance technique: Compliance audit and 2 others
    • Assurance technique approach: Technical and 1 others
  • FairNow: Regulatory Compliance Implementation and the NIST AI RMF / ISO Readiness
    • 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 3 others
    • AI assurance technique: Compliance audit and 6 others
    • Assurance technique approach: Technical and 1 others
  • Kainos: Kainos and Dstl partner to implement AI ethical principles in Defence
    • 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: Risk Assessment and 1 others
    • Assurance technique approach: Procedural
  • Resaro’s Bias Audit: Evaluating Fairness of LLM-Generated Testimonials
    • Use case: Natural language processing and generation and 1 others
    • Sector: Manufacturing (SIC Code Section C) and 14 others
    • Principle: Safety, security and robustness and 2 others
    • Key function: Product and service development and 1 others
    • AI assurance technique: Performance testing and 3 others
    • Assurance technique approach: Technical and 1 others
  • 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
  • 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
  • Credo AI Governance Platform: Reinsurance Provider Algorithmic Bias Assessment and Reporting
    • Use case: Data-driven profiling and 1 others
    • Sector: Financial and Insurance (SIC Code Section K)
    • Principle: Safety, security and robustness and 2 others
    • Key function: Risk management
    • AI assurance technique: Bias Audit
    • Assurance technique approach: Technical and 1 others
  • Credo AI Transparency Reports: Facial Recognition Application
    • Use case: Data-driven profiling and 2 others
    • Sector: Digital & Comms (SIC Code Section J)
    • Principle: Appropriate transparency and explainability and 2 others
    • Key function: Product and service development
    • AI assurance technique: Bias Audit
    • 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
  • 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
  • The Alan Turing Institute: Assurance of third-party AI systems for UK national security
    • Use case: Machine learning
    • Sector: Public Administration & Defence (SIC Code Section O)
    • Principle: Safety, security and robustness and 3 others
    • Key function: Supply chain management and 1 others
    • AI assurance technique: Risk Assessment
    • Assurance technique approach: Procedural
  • Credo AI Policy Packs: Human Resources Startup compliance with NYC LL-144
    • Use case: Data-driven profiling and 1 others
    • Sector: Administrative & Support Services (SIC Code Section N)
    • Principle: Safety, security and robustness and 3 others
    • Key function: Human Resources
    • AI assurance technique: Compliance audit and 2 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
  • 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
  • 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
  • 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: 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
  • DNV: Recommended Practice: Assurance of AI-enabled systems 
    • Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 8 others
    • Principle: Safety, security and robustness and 1 others
    • AI assurance technique: Risk Assessment
    • 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: NYC Bias Audits
    • Use case: Big data analytics and 7 others
    • Sector: Administrative & Support Services (SIC Code Section N)
    • Principle: Appropriate transparency and explainability and 2 others
    • Key function: Human Resources
    • AI assurance technique: Impact Evaluation and 1 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
  • 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
  • Deloitte: Enhanced due diligence processes for third-party models
    • Use case: Natural language processing and generation and 1 others
    • Sector: Financial and Insurance (SIC Code Section K)
    • Principle: Safety, security and robustness and 2 others
    • Key function: Product and service development
    • AI assurance technique: Compliance audit
    • Assurance technique approach: Procedural
  • 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
  • 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
  • EY: Global Responsible AI Framework - Conducting an AI Governance Review for a global biopharmaceutical company
    • Use case: Natural language processing and generation and 2 others
    • Sector: Healthcare & Social Work (SIC Code Section Q)
    • Principle: Safety, security and robustness and 3 others
    • Key function: R&D and 1 others
    • AI assurance technique: Compliance audit and 2 others
    • Assurance technique approach: Procedural