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Exploring2025-12-05

AI-Powered Risk Dashboards

Exploring how AI agents could dynamically generate and adapt risk dashboards based on user context and current market conditions.

AIrisk managementdashboardsdata visualization

AI-Powered Risk Dashboards


This is an example idea file demonstrating the structure for the Ideas section.


The Problem


Traditional risk dashboards are static - designed once by IT and rarely updated to reflect changing business needs or market conditions.


The Concept


What if AI agents could:

  • Understand the user's role and current focus
  • Analyze current market conditions and recent events
  • Dynamically generate relevant visualizations
  • Surface insights that might otherwise be missed

    • Current Thinking


    Still in early exploration phase. Key questions:

  • How to balance AI-generated content with regulatory requirements for consistent reporting?
  • What's the right level of automation vs. human oversight?
  • How to handle the "black box" concern in regulated environments?

    • Next Steps


    Research existing AI dashboard solutions
    Talk to 2-3 CROs about their pain points with current dashboards
    Prototype a simple agent that can generate chart recommendations

    Note: This is an early-stage idea. The concepts here are still being explored and may change significantly or be abandoned entirely.