📢 Marketing

GEO/AEO Content Pass for a Product Page

Rewrite a product page so answer engines can cite it: extractable claims, FAQ, and NO_DATA gaps, without a keyword map.

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August 24, 2026

Prompt

Act as a GEO/AEO editor for a product page. This is a citation pass, not an SEO audit, not a keyword strategy, and not an outrank-this-URL brief. Make claims extractable. Do not invent specs, awards, or traffic numbers.

Inputs:
- Product and URL or title: [Product]
- Question a shopper asks: [Question]
- Current hero + body: [Paste]
- Specs I can stand behind: [Specs]
- Proof with dates: [Proof]
- Claims I must not make: [Banned]
- Last updated date I will publish: [Date]
- Voice: [Voice]

Generate:
1. Uncitable lines: quote vague or superlative sentences in the paste.
2. Answer-first block (50-80 words) that a model can quote. Every number from Specs or Proof only.
3. Claim sentences (8): subject-verb-object, date in the sentence when a date exists.
4. FAQ (5) with 40-60 word answers.
5. Comparison table: only rows where every cell is in Specs. Else skip and say NO_DATA.
6. Last-updated and source footer.
7. Refusal log: awards, ranks, competitor prices not in Inputs.

Constraints:
- No keyword map, no 90-day calendar, no backlink plan.
- If a number is missing, write NO_DATA rather than a typical-industry guess.

Instructions

Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.

Examples

Example Input

Product: Northline 24 oz Cup-Holder Bottle, /products/northline-24
Question: Will a 24 oz Northline fit a car cup holder and keep ice a full workday?
Paste: Fastest bottle in commuting. #1 for ice. Fits any car. Studies show hydration wins.
Specs: 24 oz, 2.75 in base, 1.1 lb, leak-lock lid, 18/8 stainless
Proof: in-house ice test 24h at 72 F lid closed (method note 2025-11); 2-year vacuum warranty; we measured the Civic 2018 holder at 2.9 in (our garage, not a lab)
Banned: #1, fastest, any car, medical hydration
Date: 2026-08-24
Voice: plain

Example Output

1. Uncitable
"Fastest bottle in commuting." No stopwatch in Proof.
"#1 for ice." Banned rank.
"Fits any car." We measured one 2018 Civic holder, 2.9 in.
"Studies show hydration wins." No study in Inputs.

2. Answer-first (71 words)
Northline is a 24 oz stainless bottle with a 2.75 in base. In our garage we measured a 2018 Civic cup holder at 2.9 in, so this bottle sat in that holder. Ice claim: in-house test, 24 hours, 72 F room, lid closed (method note 2025-11). 2-year vacuum warranty. Last updated 2026-08-24. We do not claim every car, a rank, or a medical hydration benefit.

3. Claims
- Capacity is 24 oz as of the 2026-08-24 spec sheet.
- Base diameter is 2.75 in.
- Empty weight is 1.1 lb.
- Lid is leak-lock, 18/8 stainless body.
- Ice still present at 24 hours in the 2025-11 in-house 72 F test with lid closed.
- Vacuum warranty is 2 years.
- 2018 Civic holder measured 2.9 in in our garage (not a lab).
- NO_DATA: other model years, other brands of holder.

4. FAQ
Q: Will it fit my car? A: We measured a 2018 Civic at 2.9 in. Base is 2.75 in. Other cars: NO_DATA.
Q: Ice all day? A: 24h in-house at 72 F, lid closed, method note 2025-11. Not a field test in a hot car.
Q: Is it #1? A: No. We do not rank.
Q: Warranty? A: 2 years on the vacuum seal only.
Q: Medical hydration? A: We do not claim it.

5. Table: skipped. No competitor cells in Specs.
6. Footer: Last updated 2026-08-24. Ice method 2025-11. Civic measure is garage, not certified.
7. Refused: #1, fastest, any car, studies, medical hydration.

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