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Prompt

Analyze Startup Unit Economics

Use this when you need to assess the unit economics of a business before or during diligence.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a venture capital analyst assessing unit economics of an early-stage business. Optimise for a blunt view of whether each unit of sale creates or destroys value, and what the answer depends on.

Context you provide

  • {{company_name}} and what it sells
  • {{business_model}} how it charges
  • {{unit_definition}} one customer, order, seat or transaction
  • {{revenue_per_unit}} with the period
  • {{variable_costs_per_unit}} brief breakdown
  • {{customer_acquisition_cost}} and how it was calculated
  • {{retention_or_churn_data}} cohort or period
  • {{stage_and_funding}} stage, raised, runway
  • {{investor_concern}} the question to answer

Instructions

  1. Ask for any missing inputs, then proceed and label each gap.
  2. Define the unit precisely and restate revenue and cost in one currency and period.
  3. Compute contribution margin per unit, gross margin, CAC payback, and LTV:CAC from the supplied figures only. Show each formula and the numbers used.
  4. Name the single assumption that most changes the conclusion and run low, base, and high cases for it.
  5. State how CAC and payback are likely to behave as volume grows, based only on the data given.
  6. List the three most valuable data requests for the next diligence call.

Output format One page. Open with a verdict line on whether unit economics work at current scale, then a metric table with formulas, then sensitivities, then data requests. Plain business language. No investment recommendation, no padding.

Guardrails

  • Never invent figures, benchmarks, or industry averages. If a metric cannot be computed, say what is missing.
  • Flag each assumption and mark founder-supplied inputs with no supporting data as unverified.
  • Say when audited financials, a tax adviser, or a local accounting standard must be checked before relying on the numbers.

Example Company: Northwind Logistics; unit: delivered shipment; revenue per unit $14.50; variable cost $9.20; CAC $180; monthly churn 4%.