specification
This glossary entry explains specification for AI governance and model risk programs. The sections below summarize what the term means in plain language, why chief AI officers and cross-functional committees track it, where teams often get confused, and—when you are signed in—how it shows up across major industries and in expectations tied to the EU AI Act and NIST AI RMF. Use related links at the end of the page to explore neighboring concepts without losing context.
What It Means
A specification is a detailed blueprint that clearly describes what a system must do, how it should behave, and what standards it must meet. It serves as the authoritative guide that teams use to build, test, and validate that a system works exactly as intended.
Why Chief AI Officers Care
For AI systems, specifications are critical for ensuring models perform reliably, meet regulatory requirements, and can be audited for bias or safety issues. Without clear specifications, AI projects often fail compliance reviews, produce inconsistent results, or create liability risks when deployed in business-critical applications.
Real-World Example
An AI-powered loan approval system specification would detail exactly what data inputs are required, how credit decisions must be made, what bias testing is mandatory, how the system should handle edge cases, and what documentation must be generated for regulatory compliance - ensuring the final system can pass bank examinations.
Common Confusion
People often confuse specifications with requirements documents or user stories, but specifications are much more detailed and technical, providing the complete technical blueprint rather than just high-level needs or features.
Industry-Specific Applications
See how this term applies to healthcare, finance, manufacturing, government, tech, and insurance.
Healthcare: In healthcare, specifications define precise requirements for clinical systems, medical devices, and AI algorithms, ensu...
Finance: In finance, specifications define the precise requirements for trading systems, risk management platforms, and regulator...
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Includes:
- 6 industry-specific applications
- Relevant regulations by sector
- Real compliance scenarios
- Implementation guidance
Technical Definitions
NISTNational Institute of Standards and Technology
"A document that specifies, in a complete, precise, verifiable manner, the requirements, design, behavior, or other characteristics of a system or component and often the procedures for determining whether these provisions have been satisfied."Source: SP800-37
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