Pricing and Unit Economics Analyzer
Analyze pricing and unit economics to reveal whether a business model actually makes money per unit.
Get the Pricing and Unit Economics Analyzer skill
Install it in Claude as an Agent Skill, or copy it into ChatGPT, Gemini, or any assistant. Same method either way.
This is a drafting and analysis aid. It produces a first draft for a qualified professional to review. It is not financial, accounting, tax, or investment advice.
What this does and why it matters
A business can grow revenue while losing money on every customer, and never see it until cash runs out. This skill analyzes the economics of a single unit (a customer, a deal, a product) to reveal the real margin, the payback, and whether growth is healthy or subsidized, so pricing and growth decisions rest on whether the unit actually works.
Inputs to gather
- The price and the pricing model (one-time, subscription, usage).
- The direct costs to deliver one unit (cost of goods or cost to serve).
- The cost to acquire a customer (CAC), if analyzing customers.
- Retention or lifespan, for lifetime value.
- Relevant fixed costs, for context.
Method
1. Compute the contribution margin per unit
Price minus the direct cost to deliver. This is the money each unit contributes before fixed costs. A thin or negative contribution margin means scale makes things worse, not better.
2. For customers, weigh CAC against LTV
Estimate lifetime value (contribution margin times expected lifespan) and compare to CAC. A healthy ratio and a reasonable payback period indicate acquisition is an investment, not a leak. Flag when payback is dangerously long.
3. Test the pricing against value and cost
Consider whether price reflects the value delivered and comfortably covers the cost to serve with room for fixed costs and profit. Underpricing relative to cost-to-serve is a common quiet killer.
4. Find the levers
Identify which lever most improves the economics: price, cost to serve, retention, or acquisition cost. Rank them by impact so effort goes where it counts.
5. Show the sensitivity
How the picture changes if a key input moves (price up 10 percent, churn down, CAC up), so decisions account for uncertainty.
Output format
ALWAYS use:
# Unit Economics: [Unit / Product / Customer]
## Contribution margin per unit (price, direct cost, margin)
## Customer economics (CAC, LTV, ratio, payback) if applicable
## Assessment (healthy / subsidized / underwater) and why
## Levers ranked by impact
## Sensitivity (what moves the picture)
## Assumptions
Anti-patterns to avoid
- Confusing revenue with margin.
- Ignoring the full cost to serve.
- Treating a long CAC payback as fine.
- Presenting one scenario with no sensitivity.
Guardrails
This analyzes figures the user provides; it is not financial or investment advice. Never invent costs or rates; use placeholders and flag missing inputs. Results are only as good as the inputs, so state the assumptions plainly.
Example
The analysis shows a subscription with healthy gross margin but a CAC payback of 14 months, flags retention as the highest-impact lever, and shows how a modest churn improvement pulls payback under a year.
How to use this skill
- Download the SKILL.md file above.
- Add it to a Claude environment that supports Agent Skills, or attach the file to your conversation.
- Make your request and hand over the raw input. Claude triggers the skill automatically.
- Copy the skill text above.
- Paste it into a ChatGPT Project, a Custom GPT's instructions, or a Gemini Gem.
- Give the model your raw input. It follows the same method and output format.
Frequently asked questions
What does the Pricing and Unit Economics Analyzer skill do?⌄
Analyze pricing and unit economics to reveal whether a business model actually makes money per unit. Use this skill whenever a user wants to analyze pricing, understand unit economics, check margins, evaluate CAC and LTV, or says 'do our unit economics work', 'analyze our pricing', or 'are we actually making money on each customer'. Trigger whenever the profitability of a single unit, customer, or deal needs to be examined.
How do I use the Pricing and Unit Economics Analyzer skill in Claude?⌄
Download the SKILL.md file and add it to a Claude environment that supports Agent Skills, or attach the file to your conversation. Claude triggers the skill automatically when your request matches what it does, then returns a structured first draft.
Can I use the Pricing and Unit Economics Analyzer skill in ChatGPT or Gemini?⌄
Yes. Copy the skill text and paste it into a ChatGPT Project, a Custom GPT's instructions, or a Gemini Gem. Then give the model your raw input and it follows the same method.
Is the Pricing and Unit Economics Analyzer skill free?⌄
Yes. Every skill in the library is free and ungated. Download it, copy it, and use it however you like.
Is the Pricing and Unit Economics Analyzer skill financial or professional advice?⌄
No. Regulated skills produce first drafts and analysis for a qualified professional to review. They do not replace professional judgment and are not financial, accounting, tax, or investment advice.
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