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Production operator/exec scorecard dashboard #36

Description

@glaborie

Summary

Add a dashboard for tracking overall platform health: regression status, release readiness, quality, policy violations, incident count, cost, and more. Tailor to operations/exec audience for business outcomes.

Problem to solve

No high-level project health overview exists. Operator audience cannot get a single answer: "Are we ready to release/deploy? Did anything critical slip/regress? What is our cost, risk, or delta since last release?"

Proposed solution

  • Web dashboard aggregating:
    • regression gate status (pass/fail, last runs)
    • overall quality and policy violation rates
    • cost and incident scorecards over time and per-project
    • pass/fail delta vs. last baseline
    • drilldown/trace links

Alternatives considered

  • Manual summaries
  • Stitch together metrics via Langfuse, Grafana, cost scripts, etc.

Who benefits?

  • Product / operations teams
  • Platform teams
  • AI engineers
  • Maintainers
  • Other

Priority / impact

  • High buyer value; enables assertive release and operational control
  • Productizes platform maturity for technical and business audience

Additional context

Inspiration: DORA metrics for MLOps, Model cards for reporting.

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