Module name:
Temporal Module
Module Objective
The Temporal module evaluates an AI system’s ability to adapt its responses according to a specific date provided in a prompt.
It allows users to simulate scenarios across different time periods (reforms, case law, legal evolution, etc.) and measure whether the AI’s output properly accounts for the time factor.
How It Works
- The user enters a legal question and one or more target dates
- The AI generates a response for each scenario, considering the specified date
- The module compares the answers against an expected ground truth
- It calculates automatic scores for:
- Compliance with the legal reality at the given date
- Temporal consistency: adaptation of logic over time
- Transition Index (TI): logical coherence between dates
- Results are visualized, exportable, and manually adjustable
Key Metrics
- Compliance Score: accuracy of the answer at a given date
- Temporal Score: consistency of evolution across dates
- Transition Index (TI): logical continuity between versions
- Comprehensive report: export in CSV or JSON for documentation/audit
Who Is It For?
- AI law & compliance professionals
- Lawyers, academics, and instructors
- HR, procurement, and innovation departments
- AI governance and risk management teams
- Regulated industries
Practical Use Cases
- Audit of a legal assistant in a changing regulatory framework
- GDPR compliance testing during transitional periods
- Verification of a regulatory chatbot’s evolution over time
- Compliance validation of a labor law AI assistant
Fields of Application
- Labor law, taxation, GDPR
- Public health and EU law
- Evolving case law and state aid regulations
- Any legal or regulatory domain subject to temporal variation
Why This Module Matters
- Integrates EU AI Act requirements (compliance, robustness, documentation)
- Addresses a critical gap in AI evaluation
- Compatible with multiple models (GPT, Claude, Mistral, custom APIs)
- Secure token-based access, clear interface, and full export of results
Available On
- BULORΛ.ai secure portal
- Secure token-based access
- Responsive interface
- On-demand CSV/PDF export
