Keep facts and assumptions separate

Label each input as supplied fact, verified evidence, estimate, or unknown. Describe units and periods when using numbers. A prepared sample is a teaching fixture, not evidence about your business.

For each consequential assumption, record the test, owner, decision date, and evidence that would change your view. Revise the plan when new evidence arrives.

Financial and legal conclusions need appropriate review. A business plan, model, or deck does not guarantee demand, funding, compliance, or a business outcome.

AI business idea validation · Inspect prepared sample files

Implementation reviewed 2026-10-11. Deployed configuration and live-provider availability have not been verified by this guide.