Module name:
Robustness Module
Module Objective
The Robustness module verifies whether an AI system produces consistent responses even when the prompt is slightly:
- poorly written,
- ambiguous,
- incomplete,
- distorted by spelling errors, or
- expressed in informal language.
It simulates realistic user scenarios (clients, citizens, employees, etc.) and measures the AI’s resistance and reliability under these conditions.
How It Works
- Automatically generates several variants of the original prompt (up to 8)
- Uses configurable perturbation operators (typo, adversarial, jurisdictional, etc.)
- Evaluates response deviations using automatic scoring
- Allows manual review and scoring of results
- Exports results for documentation or audit purposes
Key Metrics
- Average Score: evaluates the overall consistency of perturbed responses
- Citation Stability: measures variations in cited legal sources or arguments
- Average Robust Agreement: detects structural coherence between variants
- Operator Heatmap: identifies perturbations that cause the most divergence
Who Is It For?
- AI law & compliance professionals
- Lawyers, academics, and instructors
- AI purchasers & technical decision-makers
- Innovation, risk & AI governance departments
- Regulated sectors
Practical Use Cases
- Internal AI audit / GDPR compliance verification
- Testing of legal chatbots
- Validation of educational AI assistants
- Robustness testing of HR or customer service automation tools
- Performance comparison between AI models (e.g., GPT-4o, Claude 3, etc.)
Applications Beyond Law
- Healthcare: reliability analysis of medical AI tools
- Finance: compliance testing of MiFID/Basel III assistants
- Education: consistency of AI answers in e-learning
- E-commerce: stability of legal or support chatbots
Why This Module Matters
- Fully aligned with EU AI Act requirements
- Valuable for audits, training, or regulatory validation
- Supports multiple models & custom APIs
- CSV export, history tracking, and traceability included
Available On
- BULORΛ.ai secure portal (token-based access)
- Clear & responsive interface
- CSV export of results and custom scenarios
