Sell in chat: influence vs transaction

See why GEO is about influencing in AI answers, not collecting payment there.

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Learning goal

• Distinguish influence vs checkout.
• Write 5 critical statements/policies the AI must quote correctly.
• Draft a short “sell in chat” snippet.

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Why it matters

• ChatGPT/Copilot answers sway choice, but checkout happens on your site.
• Wrong price/stock/shipping in the answer hurts conversion and support.

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Explanation

Influence

• Recommendation, summary, comparison in the AI surface.
• Needs clear value, who for/who not, evidence.

Transaction

• Checkout on your storefront; requires accurate price/stock/policy.
• Merchant programs depend on region/eligibility.

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Examples

• Good: “Ideal for [who], not for [who not]; price [x], in stock; shipping 3–5 days; free returns 30 days.”
• Poor: “Best product!” with no price/stock/policy.

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Guided exercise (10–15 min)

1. Write 5 statements/policies the AI must know (price, stock, shipping, returns, warranty).
2. Write a 3–4 line chat snippet for one product (who, what for, not for, price/stock, policy).

Independent exercise (5–10 min)

Place this snippet in your PDP answer capsule or note where it will live.

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Self-check

• 5 statements written.
• Chat snippet drafted.
• Placement decided/noted.

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Optional deepening

• OpenAI merchants: https://chatgpt.com/merchants
• Copilot Merchant Program: https://www.microsoft.com/en-us/microsoft-copilot/blog/2025/04/18/introducing-the-copilot-merchant-program/