ad-spend-optimizer
Analyze paid advertising performance across channels and recommend budget reallocation to maximize ROAS and minimize CAC. Use when: planning quarterly ad…
Measure and optimize growth using the AARRR (Pirate Metrics) framework with stage-specific KPIs and funnel analysis
$ npx -y skills add guia-matthieu/clawfu-skills --skill aarrr-metrics --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/aarrr-metricsContext preview
The summary Claude sees to decide when to auto-load this skill.
Measure and optimize growth using the AARRR (Pirate Metrics) framework with stage-specific KPIs and funnel analysis
name: aarrr-metrics description: Measure and optimize growth using the AARRR (Pirate Metrics) framework with stage-specific KPIs and funnel analysis license: MIT metadata: author: ClawFu version: 1.0.0 mcp-server: "@clawfu/mcp-skills"
> Apply Dave McClure's AARRR framework to measure and optimize growth through the five stages: Acquisition, Activation, Retention, Revenue, and Referral.
Based on **Dave McClure's AARRR framework** (500 Startups), providing:
| Claude Does | You Decide | |-------------|------------| | Defines metrics per stage | Specific definitions for your product | | Identifies bottlenecks | Experiment priorities | | Suggests experiments | Resource allocation | | Creates dashboards | Tool selection | | Benchmarks performance | Acceptable thresholds |
**AARRR Stages:**
| Stage | Question | Focus | |-------|----------|-------| | **A**cquisition | How do users find you? | Traffic, channels | | **A**ctivation | Do they have a great first experience? | Onboarding, aha moment | | **R**etention | Do they come back? | Engagement, habit | | **R**evenue | Do they pay? | Conversion, monetization | | **R**eferral | Do they tell others? | Virality, NPS |
**Metrics Framework:**
| Stage | Primary Metric | Supporting Metrics | |-------|----------------|-------------------| | Acquisition | CAC, Unique visitors | Channel mix, CTR, CPM | | Activation | Activation rate | Time to activate, drop-off points | | Retention | D7/D30 retention | DAU/MAU, churn rate | | Revenue | LTV, ARPU | Conversion rate, ACV | | Referral | Viral coefficient | NPS, referral rate |
**Funnel Template:**
Acquisition → Activation → Retention → Revenue → Referral 100% → 30% → 15% → 5% → 1%
Calculate conversion rates between each stage.
**Bottleneck Analysis:** | Drop-off | Diagnosis | |----------|-----------| | Acquisition → Activation | Poor onboarding or wrong traffic | | Activation → Retention | Not finding core value | | Retention → Revenue | Pricing or value misalignment | | Revenue → Referral | Not delighting paying users |
**ICE Framework:**
**Input:**
Build an AARRR dashboard for a B2B SaaS product. Monthly visitors: 50,000 Signups: 3,000 Activated users: 900 Paying customers: 150 Referrals generating signups: 45
**Output:**
## AARRR Dashboard: B2B SaaS ### Funnel Overview
┌──────────────────────────────────────────────────────────────┐ │ AARRR FUNNEL │ ├──────────────────────────────────────────────────────────────┤ │ │ │ ACQUISITION ACTIVATION RETENTION REVENUE REF │ │ 50,000 3,000 900 150 45 │ │ 100% 6% 30% 17% 30% │ │ │ │ ████████████ ████████ ████ ██ █ │ │ │ │ Visitors → Signups → Activated → Paid → Referral │ │ (-94%) (-70%) (-83%) (-70%) │ │ ⚠️ ⚠️ ✅ ⚠️ │ │ │ └──────────────────────────────────────────────────────────────┘
--- ### Stage-by-Stage Analysis #### 1. ACQUISITION **Metrics:** | Metric | Value | Benchmark | Status | |--------|-------|-----------|--------| | Monthly visitors | 50,000 | - | Baseline | | Visitor → Signup | 6% | 2-5% | ✅ Good | | CAC | $45 | <$50 | ✅ Good | | Signups | 3,000 | - | - | **Channel Breakdown:** | Channel | Visitors | Signups | Conv % | CAC | |---------|----------|---------|--------|-----| | Organic | 20,000 | 1,500 | 7.5% | $0 | | Paid Search | 15,000 | 900 | 6% | $60 | | Content | 10,000 | 450 | 4.5% | $20 | | Social | 5,000 | 150 | 3% | $80 | **Analysis:** Acquisition is healthy. Organic performing best. Paid social has high CAC—consider reallocating. --- #### 2. ACTIVATION ⚠️ BOTTLENECK **Metrics:** | Metric | Value | Benchmark | Status | |--------|-------|-----------|--------| | Signup → Activated | 30% | 40-60% | ⚠️ Below | | Time to activate | 3.2 days | <1 day | ⚠️ Slow | | Activation rate | 900/3,000 | - | - | **Activation Definition:** "Activated" = Created first project + invited 1 team member **Drop-off Analysis:** | Step | Users | Drop-off | |------|-------|----------| | Signup complete | 3,000 | - | | Email verified | 2,400 | -20% | | Created project | 1,500 | -38% | | Invited team | 900 | -40% ⚠️ | **Primary Bottleneck:** "Invite team member" step losing 40% **Experiment Ideas:** | Experiment | Hypothesis | ICE | |------------|------------|-----| | Skip team invite in onboarding | Removes friction, activate solo first | 8/8/9 = 8.3 | | In-app invite prompt (day 2) | Right timing, after value seen | 7/7/8 = 7.3 | | Email team invite reminder | Low effort, catches drop-offs | 5/6/9 = 6.7 | --- #### 3. RETENTION **Metrics:** | Metric | Value | Benchmark | Status | |--------|-------|-----------|--------| | Week 1 retention | 65% | 60%+ | ✅ Good | | Month 1 retention | 45% | 40%+ | ✅ Good | | DAU/MAU ratio | 28% | 20%+ | ✅ Good | |
175 expert marketing methodologies for AI agents. Free. Open source. MIT licensed. Dunford on positioning. Schwartz on copywriting. Cialdini on persuasion. Ogilvy on advertising. Hormozi on offers. Voss on negotiation.
Repo: guia-matthieu/clawfu-skills
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