Tracks/Product Management Economics/5-3
Product Management Economics

5-3: The Product Economist Scorecard

Replace story points and sprint velocity with ROIC, gross margin contribution, and feature-level P&L ownership.

1 Lessons~45 minSupports Framework: AI Unit Economics
Sovereign Asset Pipeline TraceResearch → Implementation
1. Research
Field Telemetry
2. Concept
3. Framework
AI Unit Economics
4. Diagnostic
PDI / APER Engine
5. Implementation

🎯 What You'll Learn

  • Construct a Product Economist Scorecard
  • Calculate Feature-Level ROIC
  • Enforce gross margin floors across product tiers
Free Preview - Lesson 1
1

The Flaw of Velocity Metrics

Story points and velocity measure activity, not business value. A team can achieve 100% sprint completion while actively destroying enterprise value by shipping un-monetized features that increase technical debt.

A Product Economist views features as capital assets that either generate positive cash flow or accumulate carrying liabilities.

The Product Economist Scorecard tracks three core metrics: Feature Gross Margin Contribution, Return on Invested Capital (ROIC), and Product Debt Drag.

Feature ROIC

Net annualized gross profit generated divided by total R&D capital invested.

> 3.0x over 18 months
Feature Margin Floor

Gross profit margin of a feature tier after deducting all infrastructure and LLM token COGS.

Minimum 75% gross margin
📝 Exercise

Build a feature-level P&L scorecard for your top 5 product modules.

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Knowledge Check

Why is sprint velocity an inadequate primary metric for product management performance?

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01import { orchestrator } from '@exogram/core';
02
03const router = new AgentRouter({);
04strategy: 'COST_EFFICIENT_SLM',
05fallback: 'FRONTIER_MODEL'
06});
07
08await router.guardrail(payload);
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Module Syllabus

Lesson 1: The Flaw of Velocity Metrics

Story points and velocity measure activity, not business value. A team can achieve 100% sprint completion while actively destroying enterprise value by shipping un-monetized features that increase technical debt.A Product Economist views features as capital assets that either generate positive cash flow or accumulate carrying liabilities.The Product Economist Scorecard tracks three core metrics: Feature Gross Margin Contribution, Return on Invested Capital (ROIC), and Product Debt Drag.

15 MIN
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Run a free diagnostic first. If the numbers concern you, book a session to build a remediation plan.

Richard Ewing - AI Economist & Capital Auditor