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@vasilyu1983/AI-Agents-public
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Revenue model design, unit economics, pricing strategy, and monetization optimization

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SKILL.md

name startup-business-models
description Revenue model design, unit economics, pricing strategy, and monetization optimization
version 1.0

Startup Business Models

Systematic framework for designing, analyzing, and optimizing revenue models and unit economics.


When to Use This Skill

Use this skill when:

  • Designing or analyzing revenue models (subscription, usage-based, marketplace, freemium)
  • Calculating unit economics (LTV, CAC, payback period, gross margin)
  • Creating or optimizing pricing strategy and tier design
  • Evaluating business model viability for investors
  • Building financial models for startups
  • Analyzing customer economics by segment or cohort

Related Skills:


Decision Tree: What Business Model Analysis?

BUSINESS MODEL QUESTION
    │
    ├─► "How should I charge?" ────────► Revenue Model Selection
    │                                     └─► Model comparison, hybrid strategies
    │
    ├─► "What price?" ─────────────────► Pricing Strategy
    │                                     └─► Value-based, competition, willingness-to-pay
    │
    ├─► "Is it profitable?" ───────────► Unit Economics Analysis
    │                                     └─► LTV, CAC, margins, payback
    │
    ├─► "Which customers are best?" ───► Customer Economics
    │                                     └─► Segment profitability, cohorts
    │
    ├─► "How do I grow revenue?" ──────► Revenue Expansion
    │                                     └─► Upsell, cross-sell, pricing tiers
    │
    └─► "Full model design" ───────────► COMPREHENSIVE ANALYSIS
                                          └─► All dimensions

Revenue Model Types

Model Taxonomy

Model Description Best For Examples
Subscription Recurring fee for access Predictable value delivery SaaS, media, software
Usage-Based Pay per unit consumed Variable consumption Cloud, API, telecom
Freemium Free tier + paid upgrades Network effects, low marginal cost Slack, Dropbox, Spotify
Marketplace Take-rate on transactions Two-sided platforms Uber, Airbnb, eBay
Transaction Fee per transaction Payment, financial services Stripe, PayPal
License One-time or periodic fee Enterprise software Microsoft, Adobe (legacy)
Advertising Monetize attention Scale audiences Google, Meta, TikTok
Hardware + Service Device + recurring service IoT, connected products Peloton, Nest
Outcome-Based Pay for results High-value, measurable outcomes Performance marketing

Model Selection Framework

HIGH VALUE, PREDICTABLE DELIVERY
         │
         ├─► Subscription
         │
VARIABLE VALUE, VARIABLE USAGE
         │
         ├─► Usage-Based or Hybrid
         │
PLATFORM/NETWORK EFFECTS
         │
         ├─► Freemium → Upgrade
         │
TWO-SIDED MARKET
         │
         ├─► Marketplace (Take-Rate)
         │
TRANSACTION-ENABLING
         │
         └─► Transaction Fees

Hybrid Models (2024-2025 Trend)

Hybrid Components Examples
Subscription + Usage Base fee + overage AWS, Twilio
Freemium + Usage Free tier + usage-based premium OpenAI API
Subscription + Transaction Platform fee + take-rate Shopify
Outcome + Subscription Base + success fee Performance agencies

Unit Economics Framework

Core Metrics

Metric Formula Target Notes
LTV ARPU × Gross Margin × (1 / Churn Rate) 3x+ CAC Lifetime customer value
CAC Sales & Marketing Spend / New Customers LTV/3 Customer acquisition cost
LTV:CAC LTV / CAC >3:1 Efficiency ratio
Payback CAC / (ARPU × Gross Margin) <12 months Months to recover CAC
Gross Margin (Revenue - COGS) / Revenue >70% (SaaS) Profitability per unit
Net Revenue Retention (Starting MRR + Expansion - Churn) / Starting MRR >100% Growth from existing
Churn Rate Lost Customers / Total Customers <5% annual Customer retention

LTV Calculation Methods

Simple LTV:

LTV = ARPU × Average Customer Lifetime

Where: Average Customer Lifetime = 1 / Monthly Churn Rate

Margin-Adjusted LTV:

LTV = ARPU × Gross Margin × (1 / Churn Rate)

Cohort-Based LTV (Most Accurate):

LTV = Σ (Revenue per Cohort Month × Retention Rate at Month)

CAC Calculation

Fully-Loaded CAC:

CAC = (Sales Salaries + Marketing Spend + Sales Tools +
       Marketing Tools + Content + Events + Agency Fees) /
       New Customers Acquired

By Channel:

Channel Spend Customers CAC
Paid Search $X N $X
Content/SEO $X N $X
Sales Outbound $X N $X
Referral $X N $X
Blended $X N $X

Unit Economics by Stage

Stage LTV:CAC Payback Focus
Pre-PMF N/A N/A Finding product-market fit
Early 1-2x 18-24 mo Proving unit economics work
Growth 3-4x 12-18 mo Scaling efficiently
Scale 4-5x+ <12 mo Optimizing profitability

Pricing Strategy

Pricing Approaches

Approach Method When to Use
Value-Based Price = % of customer value B2B, clear ROI
Competition-Based Price relative to alternatives Commoditized markets
Cost-Plus Cost + target margin Low differentiation
Willingness-to-Pay Research-based WTP New markets, no reference

Value-Based Pricing Framework

1. QUANTIFY CUSTOMER VALUE
   └─► What's the $ impact of your solution?

2. IDENTIFY VALUE DRIVERS
   └─► Time saved? Revenue gained? Cost reduced?

3. SET PRICE AS % OF VALUE
   └─► Typically 10-30% of quantified value

4. VALIDATE WITH CUSTOMERS
   └─► Willingness-to-pay research

Pricing Tiers Design

Element Free Starter Pro Enterprise
Target Individuals Small teams Growth teams Large orgs
Price $0 $X/mo $X/mo Custom
Limits X users, Y usage X users, Y usage X users, Y usage Unlimited
Features Core only Core + Basic Core + Advanced All + Custom
Support Community Email Priority Dedicated
Billing Monthly/Annual Monthly/Annual Annual

Pricing Levers

Lever Options Considerations
Metric Per seat, per usage, flat Align with value delivery
Frequency Monthly, annual, one-time Cash flow vs. commitment
Discounts Volume, annual, startup Incentive alignment
Bundling All-in-one vs. à la carte Simplicity vs. customization
Anchoring Show expensive option first Psychological pricing

Willingness-to-Pay Research

Van Westendorp Method (Price Sensitivity Meter):

Question Purpose
"At what price is this too expensive?" Upper bound
"At what price is this expensive but acceptable?" Premium threshold
"At what price is this a bargain?" Value perception
"At what price is this too cheap (suspicious)?" Lower bound

Gabor-Granger Method:

1. Show product at price point A
2. "Would you buy at this price?" Y/N
3. If Yes → Show higher price
4. If No → Show lower price
5. Repeat to find demand curve

SaaS Metrics Deep Dive

MRR Components

Component Definition Formula
New MRR From new customers Sum(New Customer MRR)
Expansion MRR Upgrades + add-ons Sum(Upsell + Cross-sell)
Contraction MRR Downgrades Sum(Downgrade MRR)
Churn MRR Lost customers Sum(Churned Customer MRR)
Net New MRR Monthly change New + Expansion - Contraction - Churn

Cohort Analysis Template

Cohort M0 M1 M2 M3 M6 M12
Jan 2024 100% 95% 90% 88% 82% 75%
Feb 2024 100% 93% 88% 85% 80%
Mar 2024 100% 94% 89% 86%

Net Revenue Retention (NRR)

NRR = (Starting MRR + Expansion - Contraction - Churn) / Starting MRR × 100%

Benchmarks:
- <100%: Leaky bucket (fix churn first)
- 100-110%: Healthy
- 110-120%: Strong
- >120%: Exceptional (enterprise, land-and-expand)

Marketplace Economics

Key Marketplace Metrics

Metric Formula Benchmark
GMV Total transaction value Growth rate
Take Rate Revenue / GMV 5-30%
Liquidity Successful transactions / Attempts >80%
CAC Supply Cost to acquire seller/provider
CAC Demand Cost to acquire buyer/consumer
ARPU Revenue per active user

Take Rate by Category

Category Typical Take Rate Notes
Rideshare 20-30% High service component
E-commerce 10-15% Logistics adds value
Services 15-25% Trust/vetting value
B2B 5-15% Lower, higher volume
Digital goods 15-30% No physical logistics

Marketplace Unit Economics

Buyer Side:
LTV = Transactions/Year × AOV × Take Rate × Retention Years

Seller Side:
LTV = GMV/Year × Take Rate × Retention Years

Combined:
Platform LTV = Buyer LTV + Seller LTV - Cross-Subsidization

Revenue Expansion Strategies

Expansion Revenue Levers

Lever Mechanism Example
Seat Expansion More users in org Slack per-user pricing
Usage Growth Natural consumption increase AWS compute
Tier Upgrade Move to higher plan Free → Pro → Enterprise
Add-on Sales Complementary products Salesforce add-ons
Cross-sell Related products HubSpot suite
Price Increase Annual adjustments Annual price escalators

Land and Expand Framework

LAND (Initial Deal)
    │
    └─► Small team, specific use case, low ACV
                │
                ▼
ADOPT (Prove Value)
    │
    └─► Usage growth, success metrics, champions
                │
                ▼
EXPAND (Grow Account)
    │
    └─► More users, departments, use cases
                │
                ▼
STRATEGIC (Enterprise Deal)
    │
    └─► Company-wide, multi-year, executive sponsor

Expansion Triggers

Trigger Signal Action
Usage hitting limits 80%+ of tier limits Proactive upgrade offer
New use case request Feature request in adjacent area Cross-sell motion
Team growth New users being added Seat expansion
Success metrics Strong ROI demonstrated Enterprise pitch
Contract renewal 90 days before renewal Annual review, expansion conversation

Model Comparison Framework

Decision Matrix

Factor Subscription Usage-Based Freemium Marketplace
Predictability High Low Medium Medium
Scalability Medium High High High
Stickiness High Low Medium High
Sales complexity Medium High Low Medium
PMF signal Renewal Usage Conversion Liquidity
Best for stage Post-PMF Scale Pre-PMF Platform

Revenue Model Scorecard

Criterion Weight Model A Model B Model C
Customer alignment 25%
Predictability 20%
Scalability 20%
Competitive positioning 15%
Implementation complexity 10%
Expansion potential 10%
Weighted Score 100%

Resources

Resource Purpose
unit-economics-calculator.md LTV, CAC, payback calculations
pricing-research-guide.md WTP research methodology
saas-metrics-playbook.md SaaS-specific metrics deep dive

Templates

Template Purpose
business-model-canvas.md Full model design
unit-economics-worksheet.md Calculate and track metrics
pricing-tier-design.md Design pricing tiers

Data

File Purpose
sources.json Business model resources