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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
AI Assurance Technique Bias Audit
  • Resaro: Evaluating the Performance & Robustness of an AI System for Chest X-ray (CXR) Assessments
    • Use case: Image recognition and video processing and 2 others
    • Sector: Healthcare & Social Work (SIC Code Section Q)
    • Principle: Safety, security and robustness and 2 others
    • Key function: Risk management
    • AI assurance technique: Performance testing and 4 others
    • Assurance technique approach: Technical
  • 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
  • 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
  • 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
  • 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
  • Resaro’s Performance and Robustness Evaluation: Facial Recognition System on the Edge
    • Use case: Image recognition and video processing and 3 others
    • Sector: Public Administration & Defence (SIC Code Section O)
    • Principle: Safety, security and robustness and 3 others
    • Key function: Risk management
    • AI assurance technique: Performance testing and 4 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 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
  • 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
  • Weights & Biases: The AI Developer Platform
    • Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 8 others
    • Principle: Safety, security and robustness and 3 others
    • AI assurance technique: Risk Assessment and 1 others
  • 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
  • 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: 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
  • 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: 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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