Use the evidence and practical questions in this article to test your own assumptions. Any worked examples use hypothetical inputs.

Ask a narrower question

Market research works best when it tests a decision you can change. Instead of asking whether people like your idea, ask whether a specific customer would pay a specific price for a defined outcome. Choose the customer segment, buying situation and channel before designing the research. Broad enthusiasm is easy to collect and difficult to turn into a forecast. Evidence about an actual purchase constraint is more useful than a general opinion about the industry.

Combine public context with direct evidence

Use public demographic and industry data to understand the surrounding market, then talk to potential customers about the buying process. These answer different questions. Population counts do not tell you how many residents need your offer this month. Interviews do not establish total market size. Record the geography, date and sample behind each finding. In Motenza’s city resources, county employer statistics cover the entire county; they should not be relabelled as the number of businesses inside a city.

Design a small experiment

A hypothetical cleaning service might interview office managers about contract renewal timing, insurance requirements and unmet service needs. It can then offer a clearly defined paid pilot to a small group. Track invitations, qualified replies, pilots sold and delivery cost. If ten managers express interest but only one buys, use the paid result when budgeting acquisition. Record why the others declined: price, procurement rules and timing suggest different changes to the offer.

Compare alternatives honestly

A competitor matrix should include doing nothing, doing the work internally and buying a different category of solution. Compare customer outcomes, payment structure, switching effort and service reliability rather than copying a competitor’s wording. Finish with a decision: launch a pilot, change the segment, revise the price or stop. Specify what additional evidence would reverse that decision. Research is valuable because it reduces uncertainty; it does not remove uncertainty or guarantee that customers will behave the same way at scale.

A research note you can reuse

Save the question asked, the segment contacted, the number of responses and the date. Separate observed behavior from what respondents said they might do. Add the main alternative explanation for the result: perhaps customers liked a discounted pilot rather than the full-priced service. Decide what a follow-up test must establish. This short note is more useful than a chart with no sample definition. When sharing findings with a lender or partner, attach the method so they can assess the strength of the conclusion.

The working notebook

Turn market research into a decision record

Define the decision before gathering data: which customer, which offer, which location or which price needs testing? Broad population and industry counts can help frame the question but do not prove that people will buy. Use direct conversations or small paid tests to examine the particular offer, and record how the participants were selected. Friends, existing followers and one sales channel can give a biased view of a larger market.

For a hypothetical pilot, 200 relevant prospects see an offer, 20 enquire and four buy. Enquiry conversion is 10% and purchase conversion from the original audience is 2%. These figures describe that test, not the whole market. Repeat the experiment with a defined change and compare like-for-like audiences. Keep unsuccessful tests: they explain why a budget or product decision changed and prevent the next team member from repeating the same assumption.

Turn market research into a decision record: independent Motenza planning framework
Research questionUseful evidenceLimit to record
Who has the problem?
Defined customer segment and interviews
Sample selection and size
What do alternatives cost?
Dated competitor offers
Different scope or quality
Will a customer pay?
Completed transactions or paid pilot
Test channel and discounts
Can we reach that customer?
Campaign spend and acquired buyers
Attribution window
Can we deliver profitably?
Direct cost and capacity observations
Pilot scale versus normal operations

Questions to resolve before acting

  • Which assumption would change the investment decision?
  • Are buyers distinct from people who only expressed interest?
  • What evidence would disprove the current idea?

Download the working worksheet

The worksheet is an editable CSV for your own records. Examples are hypothetical, not quotes, promised returns or eligibility decisions. Keep sensitive information on your own device.

Sources & further reading

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