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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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53 case studies

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

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

Safety, security and robustness

Appropriate transparency and explainability

Fairness

Accountability and governance

Contestability and redress

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

Data assurance

Compliance audit

Formal verification

Performance testing

Certification

Risk Assessment

Impact Assessment

Impact Evaluation

Conformity Assessment

Bias Audit

Assurance Warranty

Assurance Technique Approach

Technical

Procedural

Educational

53 case studies

AI Assurance Technique Risk Assessment

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53 case studies

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53 case studies

AI Assurance Technique Risk Assessment

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
The Alan Turing Institute: Applying argument-based assurance to AI-based digital mental health technologies
- Sector: Professional, Scientific & Professional Activities (SIC Code Section M) and 1 others
- Principle: Appropriate transparency and explainability and 3 others
- Key function: Product and service development and 2 others
- AI assurance technique: Data assurance and 4 others

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