Market evidence

A market validation guide for investment decisions

Market validation is a sequence of decisions about demand, adoption and economics. Test the assumptions that could invalidate the next investment before optimizing the details of a launch.

Turn a belief into a decision

“Customers need a better solution” is too broad to test. A stronger hypothesis identifies a customer group, a recent problem, an existing alternative and an observable action. For example: maintenance managers at multi-site manufacturers will involve procurement in a pilot discussion because unplanned parts searches interrupt scheduled work. This is a hypothetical research hypothesis, not a market finding.

Before collecting evidence, specify the investment at stake. You may be deciding whether to fund a pilot, enter a segment or build a feature. The evidence needed for a reversible pilot differs from the evidence needed for a major production commitment. The SBA distinguishes existing market information from direct customer research; combine them only when they answer the actual question.

Build an assumption register

AssumptionWhat would weaken it?Next evidence
The problem is importantBuyers tolerate it without meaningful costRecent incident interviews
A budget can be accessedNo owner can authorize a purchaseBuying-process conversations
The offer fits the workflowAdoption requires an impractical changeObserved task or limited pilot
The economics can workAcquisition and delivery absorb the valueExplicit unit-economics scenario

Rank assumptions by decision impact and current uncertainty. Test the one most capable of invalidating the investment, even if another question is easier or more comfortable to investigate.

Match the test to the claim

Interviews can explain language, tradeoffs and buying mechanisms. A survey can measure responses within a defined sample, subject to its design and recruitment limits. A pilot can show behavior in a constrained setting. A landing-page response can show interest in a message, but not establish that the organization can buy and adopt the product.

Choose a decision rule before viewing the results. There is no universal number of interviews or responses that proves a market. Explain what counts as sufficient evidence for this particular next step and which uncertainties will remain.

Keep negative cases visible

Record contradictory findings with their source, role and context. A technical user may value the offer while an economic buyer sees no reason to change. Treating both as a single average opinion can hide the adoption problem. Look for the conditions under which the hypothesis holds.

Write a decision memo

Summarize the hypothesis, evidence gathered, recruitment limits, competing explanations and recommendation. Choose proceed, revise, pause or stop, with an owner and next review. A useful validation result can be a smaller investment or a different audience. Validation should reduce uncertainty; it should not become a way to decorate a decision that has already been made.

Let’s start with the business question

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