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Find out about artificial intelligence (AI) assurance techniques

From:: Centre for Data Ethics and Innovation and 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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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
ClearBank: Safeguarding generative AI use cases in a regulated fintech banking API
- Use case: Natural language processing and generation and 1 others
- Sector: Financial and Insurance (SIC Code Section K)
- Principle: Safety, security and robustness and 3 others
- Key function: Risk management
- AI assurance technique: Data assurance and 1 others
- Assurance technique approach: Procedural
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
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
Controlling and Validating (Generative) Artificial Intelligence for Oliver Wyman’s NewsTrack Pipeline
- Use case: Natural language processing and generation and 1 others
- Sector: Digital & Comms (SIC Code Section J) and 1 others
- Principle: Safety, security and robustness and 2 others
- AI assurance technique: Performance testing
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
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
The Alan Turing Institute: Assurance of third-party AI systems for UK national security
- Use case: Machine learning
- Sector: Public Administration & Defence (SIC Code Section O)
- Principle: Safety, security and robustness and 3 others
- Key function: Supply chain management and 1 others
- AI assurance technique: Risk Assessment
- Assurance technique approach: Procedural
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
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
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
Sheffield Hallam University: Accountability Principles for Artificial Intelligence (AP4AI)
- Sector: Public Administration & Defence (SIC Code Section O)
- Principle: Safety, security and robustness and 4 others
- Key function: Risk management
- Assurance technique approach: Procedural
ISACA: Digital Trust Ecosystem Framework (DTEF) Beta 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
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: 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
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
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
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
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
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
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

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Find out about artificial intelligence (AI) assurance techniques

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53 case studies

Use case

Sector

Principle

Key function

AI Assurance Technique

Assurance Technique Approach

Focus Sector

53 case studies

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