Product Governance Dashboard
Give product teams a clear, real-time view of feature adoption, usage quality, and platform health.

Problem
Product decisions were being made on gut feel and quarterly NPS surveys. There was no real-time visibility into which features were being used, by whom, or how often — making prioritisation conversations purely political. Three separate reporting tools created conflicting metrics.
Details
Tools
Highlights
This project was an opportunity to shift product teams from reactive reporting to proactive governance. The dashboard became the single source of truth for feature decisions.
CHAPTER 1
Discovery
POWERED BY AI (LOW CONFIDENCE)
Flying blind on feature adoption
Product decisions were being made on gut feel and quarterly NPS surveys. There was no real-time visibility into which features were being used, by whom, or how often — making prioritisation conversations purely political.
- Three separate analytics tools produced conflicting feature usage numbers
- Sprint planning relied on stakeholder opinion rather than measurable adoption data

CHAPTER 2
Design
A governance layer, not just a dashboard
I designed the system around three views: adoption (are features being used?), quality (are workflows completing correctly?), and health (are there errors or drop-offs?). Each view maps directly to a product decision type.

CHAPTER 3
Outcome
Shifting from reporting to governance
Within 6 weeks of launch, the dashboard replaced three separate reporting processes. Sprint planning moved from opinion-based to metric-anchored, and feature flags were now paired with adoption thresholds.
Outcomes
15+
Product metrics tracked
2x
Faster feature prioritisation
80%
Reduction in ad-hoc requests
Retrospective
Lessons
The most valuable design decision was linking every chart directly to a feature flag. It made the dashboard actionable, not just informational.
Tradeoffs
We focused on product metrics over business metrics in v1. Revenue attribution and cohort analysis were scoped to a dedicated finance view in v2.