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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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28 case studies

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28 case studies
Sector Education (SIC Code Section P)
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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