Agent Skills: The Absolute Volume Framework

Use in power-law businesses like platforms or VC, when conversion rate optimization shrinks your funnel, or when efficiency metrics block potential outlier winners

UncategorizedID: coowoolf/insighthunt-skills/absolute-volume-framework

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product-growth/absolute-volume-framework/SKILL.md

Skill Metadata

Name
absolute-volume-framework
Description
Use in power-law businesses like platforms or VC, when conversion rate optimization shrinks your funnel, or when efficiency metrics block potential outlier winners

The Absolute Volume Framework

Overview

A mindset shift from optimizing efficiency metrics (rates/percentages) to optimizing for absolute scale. Optimizing conversion rates often incentivizes shrinking the funnel, reducing total successful outcomes.

Core principle: Widen the top of funnel even if it lowers conversion rates.

Before → After

┌─────────────────────────────────────────────────────────────────┐
│  THE EFFICIENCY TRAP              │  ABSOLUTE VOLUME           │
│  (Rate-Obsessed)                  │  FRAMEWORK                 │
├───────────────────────────────────┼─────────────────────────────┤
│  Narrow Top of Funnel             │  Massive Top of Funnel     │
│  ↓                                │  ↓                         │
│  High Conversion Rate %           │  Lower Conversion Rate %   │
│  ↓                                │  ↓                         │
│  Low Total Output                 │  HIGH Total Output         │
│                                   │                            │
│  Focus: Optimizing for metric     │  Focus: Optimizing outcome │
└───────────────────────────────────┴─────────────────────────────┘

Key Principles

| Principle | Description | |-----------|-------------| | Ban conversion rate | Not a North Star for growth teams | | Absolute count | Measure "Total Activated Merchants" | | Reduce friction | Even if it lowers efficiency | | Accept churn | Cost of capturing outlier winners |

When to Apply

  • Power-law businesses (platforms, VC)
  • Where a few massive winners cover many failures
  • When potential "diamonds in rough" might be blocked

Common Mistakes

  • Panicking when churn increases
  • Adding qualification steps to improve "lead quality"
  • Optimizing for LTV/CAC at expense of total volume

Source: Archie Abrams (Shopify VP Product & Growth) via Lenny's Podcast