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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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44 case studies

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44 case studies
Function Product and service development
  • Aival Monitor, Aival Analysis Lab: enabling organisations to understand how a deployed AI product is working over time
    • 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 2 others
    • Key function: R&D and 2 others
    • AI assurance technique: Data assurance and 5 others
    • Assurance technique approach: Technical
  • 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
  • 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
  • AI Compliance, Inc.: The AI Audit Bot
    • Use case: Natural language processing and generation
    • Sector: Professional, Scientific & Professional Activities (SIC Code Section M) and 3 others
    • Principle: Safety, security and robustness and 1 others
    • Key function: R&D and 3 others
    • AI assurance technique: Compliance audit and 2 others
    • Assurance technique approach: Technical
  • 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
  • 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
  • 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
  • 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: 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
  • 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
  • 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
  • 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
  • Best Practice AI: Developing an explainability statement for an AI-enabled medical symptom checker
    • Use case: Natural language processing and generation
    • Sector: Digital & Comms (SIC Code Section J) and 2 others
    • Principle: Appropriate transparency and explainability
    • Key function: Product and service development and 1 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
  • Fairly AI: FAIRLY End-to-End AI Governance Platform
    • Use case: Big data analytics and 4 others
    • Sector: Manufacturing (SIC Code Section C) and 6 others
    • Principle: Safety, security and robustness and 3 others
    • Key function: Product and service development and 1 others
    • AI assurance technique: Compliance audit and 6 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
  • 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
  • Shell: Evaluating the performance of machine learning models used in the energy sector
    • Use case: Image recognition and video processing and 1 others
    • Sector: Energy & Utilities (SIC Code Sections D & E)
    • Principle: Safety, security and robustness and 2 others
    • Key function: R&D and 1 others
    • AI assurance technique: Performance testing
  • 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