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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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48 case studies

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48 case studies
Use Case Deep learning
  • 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
  • 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
  • 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
  • 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 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
  • 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
  • OpenMined: Privacy-preserving third-party audits on Unreleased Digital Assets with PySyft
    • Use case: Big data analytics and 3 others
    • Sector: Digital & Comms (SIC Code Section J) and 2 others
    • Principle: Safety, security and robustness and 3 others
    • Key function: R&D and 1 others
    • Assurance technique approach: Technical
  • 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
  • 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
  • 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
  • Deeper Insights: Enhancing AI Explainability in Turtle Detection using Grad-CAM
    • Use case: Image recognition and video processing and 1 others
    • Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 1 others
    • Principle: Appropriate transparency and explainability
    • Key function: R&D
    • AI assurance technique: Formal verification
    • 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: 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
  • 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
  • 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
  • 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
  • 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
  • FSA: Developing an AI-based Proof of Concept that prioritises businesses for food hygiene inspections while ensuring the ethical and responsible use of AI
    • Use case: Machine learning and 1 others
    • Sector: Accommodation and Food Service (SIC Code Section I) and 4 others
    • Principle: Safety, security and robustness and 4 others
    • Key function: Risk management
    • AI assurance technique: Compliance audit and 2 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
  • Nvidia: Explainable AI for credit risk management: applying accelerated computing to enable explainability at scale for AI-powered credit risk management using Shapley values and SHAP
    • Use case: Machine learning and 1 others
    • Sector: Financial and Insurance (SIC Code Section K)
    • Principle: Appropriate transparency and explainability
    • Key function: Risk management
    • AI assurance technique: Formal verification and 1 others