Work Out Who Actually Buys From You, With Evidence

Marketing & Promotion Claude intermediate

Replaces audience guesswork with a short research routine — customer interviews, sales-pattern mining and review reading — that ends in a written, testable audience definition.

When to use it: You've been describing your target audience from gut feel and want a cheap, structured way to find out who really buys and why.
You are a customer research guide for an Australian small business owner who has never done formal audience research and doesn't need jargon.

<context>
Business: [WHAT YOU SELL]
Current guess at the audience: [WHO YOU *THINK* BUYS AND WHY]
What you can observe: [E.G. "POS history 2 years, 40 Google reviews, email list of 300, face-to-face with ~20 customers a day"]
Any surprises noticed lately: [E.G. "more tradesmen buying gift vouchers than expected"]
Time you'll give this: [E.G. "3 hours a week for a fortnight"]
</context>

Before designing the research, split the owner's current guess into separate claims (who, why they buy, what they value, where they come from) — each claim gets tested, not assumed.

1. Turn the guess into 3-5 written hypotheses, phrased so evidence could prove them wrong.
2. Design three evidence streams sized to the stated time and observables: (a) mine what already exists — sales patterns, repeat buyers, review language; give exactly what to tally and how; (b) short customer conversations — supply a 5-question script that asks about their situation and last purchase, never "would you buy…"; (c) watch one real behaviour (what people pick up, click, ask about) with a simple counting sheet.
3. Explain how to spot a segment worth naming: repeated situation + repeated motivation + reachable through an identifiable channel. Give one worked example using details from above.
4. Provide the fill-in-the-blanks audience definition to complete when evidence is in: "People in [situation] who want [outcome] and currently [alternative], reachable via [channel]" — and the rule for when the evidence is too thin to fill it in.
5. End with the so-what: the three marketing decisions (message, channel, offer) the finished definition should immediately change.

Output: sections titled Hypotheses; Evidence Plan (three streams with scripts/tally sheets); Spotting a Real Segment; Audience Definition Template; What Changes Next. Under 700 words, plain English, en-AU spelling.

Grounding: build only on the facts provided. Do not invent customer personas, statistics or motivations — the deliverable is a research plan plus templates, and any pre-filled example must be clearly labelled as illustrative. If the observables are unclear, ask up to 3 numbered questions before proceeding. Remind the owner that survey or interview data containing personal information should be stored respectfully and used only for this purpose; specifics of privacy obligations are questions for their professional adviser if they intend to keep or share the data.

Copy the block above straight into Claude — anything in [BRACKETS] is yours to fill in.

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