aigovdev/ai-governance-assessment

AIGov — AI Governance Assessment

A lightweight interactive prototype for preliminary AI governance screening.

Describe an AI system or use case and the assessment identifies governance-relevant signals, estimates the level of review required, and suggests controls that should be considered.

What it demonstrates

The prototype converts an unstructured AI use-case description into structured governance information.

It currently evaluates signals related to:

• —employment and recruitment
• —education
• —credit and financial services
• —biometric systems
• —essential services
• —automated decision-making
• —personal data processing
• —ranking and evaluation of individuals
• —generative AI

Assessment output

For each use case, the demo provides:

• —detected domain
• —preliminary risk signal
• —potential regulatory classification
• —governance signals
• —recommended controls

The current implementation uses transparent deterministic rules rather than an LLM. This makes the assessment reproducible and allows users to understand how individual signals are detected.

Example

Input:

An AI system evaluates job applications, scores candidates and ranks them for recruitment decisions before a human recruiter reviews the shortlist.

Example output:

• —Domain: Employment
• —Risk signal: Elevated
• —Preliminary classification: Potential high-risk use case

Suggested governance controls include human oversight, logging and traceability, risk management, data governance, technical documentation, robustness and post-deployment monitoring.

Why AIGov

AIGov explores infrastructure for operational AI governance: transforming regulatory and governance requirements into technical workflows, evidence, controls and traceability.

This Space is a small public demonstration of that approach.

Limitations

This prototype is intentionally simplified.

A complete AI governance assessment requires substantially more information, including the system's intended purpose, deployment context, affected persons, data sources, decision authority and organizational controls.

Keyword matches alone cannot determine legal classification.

Disclaimer

This Space provides preliminary technical governance screening for demonstration purposes only.

It does not constitute legal advice and does not provide a definitive classification under the EU AI Act or any other regulatory framework.