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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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 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
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 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
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
DNV: Recommended Practice: Assurance of AI-enabled systems
- Sector: Agriculture, Forestry and Fishing (SIC Code Section A) and 8 others
- Principle: Safety, security and robustness and 1 others
- AI assurance technique: Risk Assessment
- 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: 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: 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
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
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
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
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

40 case studies

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AI Assurance Technique

Assurance Technique Approach

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Find out about artificial intelligence (AI) assurance techniques

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40 case studies

Use case

Sector

Principle

Key function

AI Assurance Technique

Assurance Technique Approach

40 case studies

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