القائمة
Use in power-law businesses like platforms or VC, when conversion rate optimization shrinks your funnel, or when efficiency metrics block potential outlier winners
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Use when designing AI agent products, defining roadmaps for agentic workflows, or evaluating how to evolve AI from passive tool to proactive partner in software development
Shift from rigid roles (PM, Designer, Engineer) towards a model where individuals use AI to bridge skill gaps, enabling smaller and flatter teams. Use in early-stage startups or innovation units where speed is critical.
Use when designing AI agents or chatbots, when raw model outputs feel like a black box, or when building natural language interfaces that need structure and trust
Use when building AI-powered products or agents, when raw model intelligence isn't enough to solve user problems, or when designing the architecture for agentic workflows
View yourself as an entity with infinite dimensions rather than a single good/bad identity. Strengths and weaknesses are often the same trait in different contexts. Use during performance reviews or when receiving tough feedback.
Review your calendar, color-code activities by energy impact (Green/Red), and systematically delegate draining tasks to maximize time in your Zone of Genius.
| 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 |
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.
┌─────────────────────────────────────────────────────────────────┐
│ 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 │
└───────────────────────────────────┴─────────────────────────────┘
| 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 |
Source: Archie Abrams (Shopify VP Product & Growth) via Lenny's Podcast