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AI Startup Financial Model & Valuation Template
A guide to structuring a credible AI financial model — revenue build, AI-specific COGS, runway, scenarios and valuation approaches for early startups.
A sound financial model is not a forecast you believe; it is an argument you can defend line by line. This guide walks the tabs and blocks an AI startup's model needs — from a usage-based revenue build to inference COGS, runway, market sizing and valuation — so the spreadsheet you take into a raise survives the questions that come after the pitch.
What's inside
- 01Why the model matters more than the number it produces
- 02How the tabs fit together
- 03The assumptions tab — one source of truth
- 04The revenue build — bottom-up, never top-down
- 05COGS for AI products — the gross margin question
- 06Operating expenses, R&D burn and the headcount plan
- 07Cash and runway — the tab investors read first
- 08TAM, SAM and SOM — sizing without fantasy
- 09Scenario planning — one model, three futures
- 10Valuing an early AI startup — three lenses, not one
- 11Model-hygiene checklist
- 12Where the model fits in a raise
Includes 6 cited references and worked examples, written in plain language you can act on.
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