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Field guide · 13 pages

AI Buyer Personas & Synthetic Data

What they are, how to build them, and how to use them to price, package and position with confidence, in a fraction of the usual time. Written from our own runs, including the mistakes, the costs, and the checks we now run before a single number reaches a client.

13 pages
no signup wall to read
Real costs
measured, not estimated
6 checks
before you trust a run

What is inside

Half of it is method. The other half is what we learned the hard way, which is the part you will not find in a vendor deck.

·

The method, in four steps

How a persona panel is built, which research instruments to run against it, and how to aggregate the answers into a directional read rather than a false-precise number.

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Why your own price contaminates the answer

If a price is visible anywhere the panel can see it, you do not get an independent read, you get a fixed fraction of the number you showed it. We show the evidence, including a run where 62 of 100 personas named the identical figure.

·

If AI reads your pricing page, it anchors too

The same effect applies when a buyer asks an assistant to evaluate you. Whichever price it meets first becomes what you cost. What that implies for how you structure a pricing page.

·

What a run actually costs

Measured token counts at published API rates, by model, per 50 and per 100 replies. Plus the reason cost is rarely the real decision.

·

Six checks that separate signal from noise

Any synthetic panel hands you confident-looking numbers. These are the checks that tell you whether to believe them.

Get the guide

Free PDF. We will send occasional updates as the method develops, and nothing else.

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Want to run one yourself? The Agent Persona Survey is a free download that runs the full study on your own machine, and signal.clearseam.ai gives you a directional read in minutes with no setup at all.