AI Explainability Governance Portal

Explainability Governance

Govern AI Explainability Through a Dedicated Portal

Create a portal that centralizes explainability policies, review workflows, documentation, and education for AI teams and stakeholders.

Stakeholders include data scientists, product managers, legal, complia

Publish explainability policies covering model documentation, disclosure requirements, and user-facing messaging.

Provide standards for different risk tiers, user personas, and regulatory regimes (e.g., GDPR, EU AI Act).

live demo · related simulation● LIVE

Version control ensures traceability of changes, rationale, and stakeh

Provide localization and accessibility guidelines to support diverse audiences.

Offer training modules on explainability techniques, user research, and responsible communication.

Frequently asked questions

What do governance councils oversee regarding explainability commitments?

Governance councils oversee explainability commitments, approve policy updates, and resolve conflicts.

Do audit logs capture portal usage and decision rationale?

Audit logs record user activity within the portal, including the reasons behind decisions made and any supporting documentation attached to those decisions. This detailed logging provides a comprehensive history of interactions for accountability and verification purposes.

How can I integrate portal outputs with existing risk registers?

The portal's data can be seamlessly integrated into your organization’s risk registers, compliance dashboards, and transparency reporting systems, allowing you to proactively manage risks and demonstrate adherence to regulations.

What are frequently asked questions about the simulator?

This FAQ section provides answers to common inquiries regarding the functionality, setup, and usage of mysimulator.uk. We aim to address your initial questions and guide you through exploring the platform's capabilities effectively.

▶ Try it live

Everything above runs in your browser — open Gradient Descent Visualiser and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.

▶ Open Gradient Descent Visualiser simulation