📁 SEO
GEO/AEO Citation Pass from a Page Brief (No Invented Rankings)
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.
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Prompt
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.
Instructions
Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.
Examples
Example Input
Brief: Harbor Desk help article /help/export-csv. Hero paste: Fastest CSV export in help desks. #1 for ops teams. Body paste: Export any ticket view in one click. Studies show CSV saves hours. Works with every spreadsheet. Question: Can Harbor Desk export the open-ticket view to CSV, and what columns ship in the file? Specs: Export button on Ticket Views; format CSV; columns ticket_id, status, assignee, opened_at as documented on the page; max 10,000 rows per file as written in Specs; UTF-8. Proof: in-app export note dated 2026-08-12 (product changelog paste); no third-party lab. Banned: #1, fastest, studies show, any spreadsheet, guaranteed hours saved Never: invent rankings, invent monthly sessions, invent awards, invent competitor prices, invent extra columns Format: ledger + uncitable + answer-first + claims + faq + table-note + refuse + gaps Lang: English Date: 2026-08-29 Voice: plain
Example Output
1. Ledger. Page /help/export-csv. Harbor Desk help article. Question: open-ticket view CSV export and columns. Specs: Export button on Ticket Views; CSV; columns ticket_id, status, assignee, opened_at; max 10,000 rows; UTF-8. Proof: in-app export note 2026-08-12. Date 2026-08-29. Lang English. Voice plain. Forbidden: #1, fastest, studies show, any spreadsheet, guaranteed hours saved, invented ranks, invented sessions, invented awards, invented competitor prices, invented extra columns. 2. Uncitable. "Fastest CSV export in help desks." CUT (no stopwatch in Proof). "#1 for ops teams." CUT (Banned rank). "Export any ticket view in one click." KEEP only as Ticket Views Export button in Specs; "any" is wider than Specs. "Studies show CSV saves hours." CUT (no study in Inputs). "Works with every spreadsheet." CUT (Banned). 3. Answer-first (62 words). Harbor Desk can export a Ticket Views file as CSV from the Export button. Columns that ship, as documented, are ticket_id, status, assignee, and opened_at. The file is UTF-8. Max rows per file is 10,000 as written in Specs. Changelog note 2026-08-12 describes the in-app export. Last updated 2026-08-29. We do not claim a rank, a hours-saved study, or every spreadsheet tool. 4. Claims. C1. Harbor Desk documents an Export button on Ticket Views as of the 2026-08-12 changelog note. C2. The export format is CSV. C3. Columns documented are ticket_id, status, assignee, opened_at. C4. Max rows per file is 10,000 as written in Specs. C5. Encoding is UTF-8. C6. NO_DATA: other views besides Ticket Views. C7. NO_DATA: extra columns not listed. C8. NO_DATA: third-party lab timing. 5. FAQ. Q: Can I export the open-ticket view? A: Specs name Ticket Views and an Export button. Whether "open-ticket" is a saved view on that page is NO_DATA beyond Ticket Views. Q: Which columns ship? A: ticket_id, status, assignee, opened_at as documented. Extra columns NOT IN INPUTS. Q: Row cap? A: 10,000 rows per file as written in Specs. Q: Is it #1? A: No. Rank NOT IN INPUTS. We do not rank. Q: Hours saved? A: Studies not in Inputs. Hours-saved claim CUT. 6. Table. TABLE NO_DATA. No competitor cells in Specs. 7. Refuse. Keyword map: refused. Backlink plan: refused. #1 rank: refused. Monthly sessions: refused. Competitor price: refused. 8. Compliance. Banned hits cut: #1, fastest, studies show, every spreadsheet. Date 2026-08-29. Format ledger+uncitable+answer-first+claims+faq+table-note+refuse+gaps. Gaps: whether open-ticket is a named saved view, extra columns, spreadsheet names actually tested, public changelog URL, reviewer name. Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.