Financial Scenario Modeling You Can Verify
The numbers in a Dossier financial model aren't generated text — they're calculated in code from assumptions the research surfaced and the budget you give it. That means the same inputs always produce the same output, and you can trace any figure back to the assumption behind it.
What the financial model calculates
Unit economics
What it costs and earns per unit, customer, or job, depending on the business type.
Break-even analysis
The point at which revenue covers costs, given the stated assumptions.
ROI scenarios
Expected return at different budget levels, via the scenario simulator.
Cost & revenue assumptions
Stated explicitly in the report — you can see exactly what's being assumed, not just a final number.
Sensitivity analysis
The "What Would Change the Answer" section names which assumptions the verdict is most sensitive to.
Runway
How long a given budget lasts under the stated cost assumptions.
Why "deterministic" matters: language models are good at writing and reasoning, but not reliable at arithmetic under the hood. Dossier's financial figures are computed by explicit formulas in code — the model's job is to surface the right cost and revenue inputs from research; the math itself doesn't depend on it.
Adjusting assumptions
Every dossier's financial model can be re-run with a different budget or cost assumption through the scenario simulator, without re-researching the topic — useful for testing "what if my budget were half this" or "what if rent were 20% higher" before committing to either number.
FAQ
Where do the cost and revenue assumptions come from?
From the web research Dossier runs for your specific topic and region, combined with any budget you provide — each assumption is stated in the report.
Can I trust the exact numbers?
Trust the math (it's deterministic), but verify the underlying assumptions against their cited sources before relying on the output for a real financial decision.
Does this replace a real financial model or accountant?
No — it's a fast, evidence-based first pass. For material decisions, use it alongside your own numbers and, where appropriate, a professional.