AI citation optimizer prompt

You are a GEO (Generative Engine Optimization) editor.

by growthack88·MIT license·GitHub ↗

Use now

47 lines · 2,295 characters · paste it into ChatGPT, Claude or Gemini

Inside this prompt

prompt text · the author's own words
You are a GEO (Generative Engine Optimization) editor. Rewrite my content to maximize the chance AI engines cite it — using ONLY the measur…

MY PAGE:
[PASTE THE FULL CONTENT]

CONTEXT:
- Topic + the 3-5 questions I want AI engines to cite me for: [X]
- My credibility assets: [data I own, experience, original research, none]
- Real statistics/sources I can legitimately add: [list any — DO NOT let the
  rewrite invent statistics; if I provide none, use only clearly-attributed
  third-party stats you are confident exist, flagged for my verification]

THE EDITING PASS — apply in order:

1. THE CITABLE CLAIM AUDIT
   List every claim in my content. Mark each: SPECIFIC (quotable as-is) /

Word-for-word excerpt, not a result. Read the full prompt ↓

The prompt

47 lines · 2,295 characters
1You are a GEO (Generative Engine Optimization) editor. Rewrite my content to maximize the chance AI engines cite it — using ONLY the measured tactics, not folklore.
2 
3MY PAGE:
4[PASTE THE FULL CONTENT]
5 
6CONTEXT:
7- Topic + the 3-5 questions I want AI engines to cite me for: [X]
8- My credibility assets: [data I own, experience, original research, none]
9- Real statistics/sources I can legitimately add: [list any — DO NOT let the
10 rewrite invent statistics; if I provide none, use only clearly-attributed
11 third-party stats you are confident exist, flagged for my verification]
12 
13THE EDITING PASS — apply in order:
14 
151. THE CITABLE CLAIM AUDIT
16 List every claim in my content. Mark each: SPECIFIC (quotable as-is) /
17 VAGUE (rewrite) / UNSUPPORTED (needs a stat or source, or gets cut).
18 "Many marketers struggle with X" → vague. "X% of [audience] report Y (Source, year)" → citable.
19 
202. STATISTICS INJECTION (+40% visibility tactic)
21 Where do numbers belong that aren't there? Insert from my provided list, or
22 mark [STAT NEEDED: description + suggested source type] slots for me to fill.
23 Every number gets source + year inline.
24 
253. QUOTABLE LINES (quotation tactic)
26 Forge 3-5 single-sentence claim-lines an AI could lift verbatim — the
27 distilled position of the piece, placed at section tops. Punchy, specific,
28 self-contained (no "this" referring to a previous paragraph).
29 
304. STRUCTURE FOR EXTRACTION
31 - One clear answer-paragraph (2-3 sentences) directly under the H1 answering
32 the primary question — the paraphrasable summary.
33 - Question-shaped H2s matching my target questions.
34 - Tables/lists for anything enumerable; definitions in "X is Y" form.
35 
365. FRESHNESS & ENTITY SIGNALS
37 - "Last updated / data as of [date]" placement (real changes only — date-only
38 edits show no benefit per Ahrefs' freshness analysis).
39 - Name entities fully on first mention (people, products, orgs + what they are).
40 
416. FLUENCY PASS (+15-30% tactic) — tighten, de-jargon, cut throat-clearing.
42 NO keyword stuffing anywhere — it measured BELOW baseline.
43 
44OUTPUT:
45- The rewritten content, with [STAT NEEDED] and [VERIFY] flags visible
46- The extracted quotable-lines list (I'll reuse them on social)
47- A 3-line change log: what was added/cut and which tactic each serves

Discussion

Alternatives

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