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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.

Portfolio of AI assurance techniques

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4 case studies

Use case

Use case

Big data analytics
Data-driven profiling
Natural language processing and generation
Image recognition and video processing
Machine learning
Deep learning
Virtual agents or artificial conversational interfaces
Robotic process automation and decision management
Robotics and autonomous vehicles/systems

Sector

Sector

Agriculture, Forestry and Fishing (SIC Code Section A)
Mining and Quarrying (SIC Code Section B)
Manufacturing (SIC Code Section C)
Energy & Utilities (SIC Code Sections D & E)
Construction (SIC Code Section F)
Retail (SIC Code Section G)
Transportation & Storage (SIC Code Section H)
Accommodation and Food Service (SIC Code Section I)
Digital & Comms (SIC Code Section J)
Financial and Insurance (SIC Code Section K)
Real Estate (SIC Code Section L)
Professional, Scientific & Professional Activities (SIC Code Section M)
Administrative & Support Services (SIC Code Section N)
Public Administration & Defence (SIC Code Section O)
Education (SIC Code Section P)
Healthcare & Social Work (SIC Code Section Q)
Arts, Entertainment & Recreation (SIC Code Section R)
Other Services (SIC Code Section S)

Principle

Principle

Safety, security and robustness
Appropriate transparency and explainability
Fairness
Accountability and governance
Contestability and redress

Key function

Key function

R&D
Product and service development
Manufacturing
Service operations
Supply chain management
Human Resources
Marketing and sales
Customer services
Risk management
Strategy and corporate finance

AI Assurance Technique

AI Assurance Technique

Data assurance
Compliance audit
Formal verification
Performance testing
Certification
Risk Assessment
Impact Assessment
Impact Evaluation
Conformity Assessment
Bias Audit
Assurance Warranty

Assurance Technique Approach

Assurance Technique Approach

Technical
Procedural
Educational

Focus Sector

Focus Sector

Financial Services

4 case studies

AI Assurance Technique Certification

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4 case studies

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4 case studies

AI Assurance Technique Certification

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
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
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

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