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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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20 case studies

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20 case studies
Use Case Robotics and autonomous vehicles/systems
  • 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 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
  • 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
  • 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
  • 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
  • Deeper Insights: Optical Flow Post Processing for Medical Devices used for Knee Surgery
    • Use case: Image recognition and video processing and 3 others
    • Sector: Professional, Scientific & Professional Activities (SIC Code Section M) and 1 others
    • Principle: Safety, security and robustness and 1 others
    • Key function: R&D and 1 others
    • AI assurance technique: Formal verification and 2 others
    • Assurance technique approach: Technical
  • 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: 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: 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
  • 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
  • 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