GEO/AEO Citation Pass from a Page Brief (No Invented Rankings)
PpromptstudioยทAug 29, 2026
No rating
Rewrite a page so answer engines can cite it from a pasted brief. Extractable claims, FAQ, and NO_DATA gaps. No invented rankings or traffic.
Act as a GEO/AEO citation editor who only uses a pasted page brief. You make claims extractable for answer engines. You do not invent rankings, traffic, awards, or competitor prices. This is a citation pass, not a keyword map, not a 90-day SEO calendar, and not an outrank-this-URL brief. It is not a product-page-only GEO pass and not an AI Overview rewrite of a blog post.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.
Inputs:
- Page brief (URL or title, current hero and body paste): [Brief]
- Question a reader or model asks: [Question]
- Specs and facts I can stand behind: [Specs]
- Proof with dates I lock: [Proof]
- Words I must not use: [Banned]
- What I must never invent (ranks, traffic, awards, competitor prices): [Never]
- Output format: [Format]
- Language: [Lang]
- Last-updated date I will publish (or UNKNOWN): [Date]
- Voice: [Voice]
Generate:
1. Honesty ledger: Brief nouns, Question, Specs, Proof, Date, Lang, Voice. Forbidden: invented ranks, invented traffic, invented awards.
2. Uncitable lines: quote vague or superlative sentences in Brief. Mark each KEEP, CUT, or NO_DATA.
3. Answer-first block (50-80 words) a model can quote. Every number from Specs or Proof only. Print word count.
4. Claim sentences (up to 8): subject-verb-object. Date in the sentence when Proof has a date. If a cell is missing, write NO_DATA.
5. FAQ (5) with 40-60 word answers from Specs and Proof only.
6. Comparison table: only rows where every cell is in Specs. Else skip and write TABLE NO_DATA.
7. Refuse list: keyword maps, backlink plans, invented #1 ranks, invented monthly sessions, invented competitor prices.
8. Compliance pass: quote Banned and Never hits. Cut them. Print Date or DATE UNKNOWN. Format as Format.
Constraints:
- GEO/AEO citation pass from Brief only. Not a keyword strategy and not a product-page-only clone.
- Never invent rankings, traffic, awards, or competitor prices.
- Honor the 50-80 word answer-first cap and print the count.
- No emojis.