Project 10: Certification, Metrics, and Monetization Harness

Build the operational system that gets your experience approved, measurable, and sustainable.

Quick Reference

Attribute Value
Difficulty Level 3 (Advanced)
Time Estimate 1-2 weeks
Main Programming Language TypeScript
Alternative Programming Languages Python, Java
Key Topics Certification readiness, SLO metrics, entitlement UX

1. Learning Objectives

  1. Build a pre-certification matrix that maps policy to tests.
  2. Define actionable KPI dashboards for weekly review.
  3. Implement transparent monetization and entitlement prompts.

2. All Theory Needed (Per-Concept Breakdown)

Concept A: Policy-to-Test Traceability

  • Every policy rule should map to one or more explicit test cases.
  • Prevent repeated submission failures by institutionalizing evidence.

Concept B: Voice Product Metrics

  • Track completion, fallback, auth failures, and churn risk signals.
  • Use red thresholds and rollback criteria.

3. Architecture and Build Plan

  1. Build pre-cert checklist and scripted regression suite.
  2. Add weekly KPI pipeline and alert thresholds.
  3. Write monetization copy with transparency checks.

4. Validation and Testing

  • Pre-cert run passes all mandatory checks.
  • KPI dashboard refreshes automatically.
  • Entitlement prompts pass clarity and non-coercion review.

5. Troubleshooting

  • Symptom: conversion rises but retention drops.
  • Fix: adjust monetization prompt timing and value framing.

6. Deliverables

  • Certification runbook.
  • Weekly KPI dashboard spec.
  • Entitlement transparency checklist.

7. Stretch Goals

  • Add anomaly detection for sudden quality regressions post-release.