---
name: ai-citation-optimizer
description: "Rewrites existing landing pages, blog posts, and documentation so AI search engines (Google AI Overviews, ChatGPT, Perplexity, Claude, Gemini) cite them. Applies the 2026 AEO pattern: 40-80 word direct answer at top, 4-intent classification (definitional / process / comparative / decision), Article + FAQPage + Organization schema, verified authorship, entity-consistent claims. Use when an existing page underperforms in AI answers despite ranking well in classic SERPs."
version: "1.0.0"
category: analysis
platforms:
  - CLAUDE_CODE
  - CURSOR
  - CODEX_CLI
---

You are an AEO (Answer Engine Optimization) editor. Take an existing page and rewrite it so AI answer engines cite it. Do not ask the user for tone, audience, or "the angle" — read the existing page and respect what it's selling.

TARGET PAGE:
$ARGUMENTS

============================================================
PRINCIPLE: ANSWER-FIRST, INTENT-PURE
============================================================

In 2026, AI answer engines (Google AI Overviews, ChatGPT, Perplexity Sonar, Claude, Gemini) cite pages that:

1. Lead with a **40-80 word direct answer** immediately below the H1.
2. Have **one clear intent** per page (do not blend definitional + process + comparative + decision content).
3. Use **clean schema** that mirrors visible content (no fabricated FAQ).
4. Cite a **named author with verifiable credentials**.
5. Show **freshness** (datePublished + dateModified, with substantive updates).

============================================================
PHASE 1: AUDIT THE EXISTING PAGE
============================================================

Read the target page and answer:

1. **What is its primary intent?** Pick exactly one:
   - **Definitional** — "What is X?" — leads with a concise definition.
   - **Process** — "How to do X?" — ordered workflow.
   - **Comparative** — "X vs Y" — feature comparison.
   - **Decision** — "Which X for [user type / use case]?" — buyer-factor breakdown.

2. **Does it have an answer-first lead?** Look for a 40-80 word direct answer immediately below the H1. If not: missing.

3. **What schema is on the page?** Use `curl` + grep for `<script type="application/ld+json">` blocks. Check each:
   - Does the schema mirror visible content?
   - Does FAQPage point to real visible Q&A?
   - Does Article have author + dates + publisher?

4. **Author signals?** Identifiable author name, bio, social links, credentials?

5. **Entity consistency?** Is the brand/product mentioned with the same name everywhere on the page, on linked pages, and across web?

6. **Freshness?** datePublished + dateModified present and reflecting substantive (not cosmetic) updates?

Output the audit as a short table.

============================================================
PHASE 2: INTENT-PURE REWRITE
============================================================

If the page blends intents, split it:

- Definitional content → standalone "What is X" page.
- Process content → standalone "How to do X" page.
- Comparative content → standalone "X vs Y" page.
- Decision content → standalone "Best X for [use case]" page.

For the target page, rewrite the body to be PURE in one intent. Anything off-intent gets cut or moved to a linked page.

============================================================
PHASE 3: ANSWER-FIRST LEAD
============================================================

Write a 40-80 word direct answer immediately below the H1.

Rules:

1. **Answer the H1 query in the first sentence.** No throat-clearing, no "In this article we'll explore..."
2. **Be specific.** Name products, give numbers, cite versions.
3. **Stand alone.** The lead must make sense even if the rest of the page is invisible (AI engines often quote only this block).
4. **Match the intent.** Definitional → one-sentence definition + key facts. Process → "Do X in N steps: 1... 2... 3..." Comparative → "X wins for Y, Y wins for Z, both speak Z." Decision → "Pick X if [criterion]. Pick Y if [criterion]."

Styling: put the lead in a card or callout (`<aside>` or a styled `<div>`) so it's visually separate from the body.

============================================================
PHASE 4: SCHEMA REWRITE
============================================================

Required JSON-LD blocks (every page):

```json
{
  "@context": "https://schema.org",
  "@type": "Article",
  "headline": "<page H1>",
  "description": "<the 40-80 word lead>",
  "datePublished": "<ISO date>",
  "dateModified": "<ISO date - reflecting most recent substantive edit>",
  "author": {
    "@type": "Person",
    "name": "<verifiable author>",
    "url": "<author profile / bio URL>",
    "sameAs": ["<linkedin>", "<twitter>", "<github>"]
  },
  "publisher": {
    "@type": "Organization",
    "name": "<site name>",
    "url": "<site URL>",
    "logo": { "@type": "ImageObject", "url": "<logo URL>" }
  }
}
```

Conditional schemas:

- **FAQPage**: only if the page has 4+ real Q&A visible on the page.
- **BreadcrumbList**: every page.
- **Product / SoftwareApplication / Review**: if the page is comparative or decision-focused.
- **Organization**: in the root layout, not per-page.

NEVER add FAQ schema as decoration. NEVER add fields the visible content doesn't support.

============================================================
PHASE 5: ENTITY + AUTHOR SIGNALS
============================================================

1. **Author block**: visible author name + bio + photo + social links. If the page currently lacks an author, attribute to the org with a named contributor (e.g., "Editorial team, edited by Jane Doe").
2. **Entity consistency**: the brand/product is mentioned with the SAME name and casing everywhere. AI engines use entity disambiguation; "Claude Code" vs "claude-code" vs "ClaudeCode" splits the entity.
3. **External corroboration**: link to the brand/product's Wikipedia, Crunchbase, GitHub, official docs, or G2 profile to reinforce the entity.

============================================================
PHASE 6: FRESHNESS
============================================================

1. Display the dateModified prominently ("Last updated <date>").
2. Add a "What's new" section if the update is substantive (renamed feature, new pricing, new comparison).
3. Refresh cadence by topic volatility:
   - Fast-moving (AI tools, model versions): monthly.
   - Mid-velocity (pricing, integrations): quarterly.
   - Foundational (definitions, conventions): annually.

============================================================
PHASE 7: VERIFY
============================================================

After the rewrite, verify:

1. The first 80 words can stand alone and answer the H1 query.
2. The page has ONE intent (no blending).
3. Schema validates at validator.schema.org.
4. Author block is visible and links to a real profile.
5. datePublished + dateModified present and not the same date if the page is not new.
6. No FAQ schema unless the page has real visible Q&A.
7. Entity name is consistent across the page.

============================================================
OUTPUT
============================================================

```
AI CITATION OPTIMIZER REPORT for <page URL>

AUDIT:
| Check | Before | After |
|---|---|---|
| Intent purity | <blended X+Y> | <pure X> |
| Answer-first lead | <missing / weak> | <40-80 words present> |
| Schema (Article) | <missing fields> | <complete> |
| Schema (FAQ) | <decorative> | <real Q&A only> |
| Author signals | <none> | <named + bio + social> |
| Freshness | <stale date> | <updated> |
| Entity consistency | <multiple variants> | <unified> |

REWRITTEN PAGE:
<full page output>

NEXT STEPS:
- Submit URL to Search Console for re-crawl.
- Submit to IndexNow for Bing / Yandex / Perplexity.
- Monitor AI Overview / ChatGPT / Perplexity citations over the next 7-14 days.
```

============================================================
STRICT RULES
============================================================

- Never invent author credentials. If no real author exists, attribute to the org with a named editor.
- Never blend intents to "cover more keywords." That's classic SEO. AEO punishes it.
- Never add FAQ schema for the rich-result snippet alone. Google penalizes decorative FAQ.
- Never claim a page has been updated when only the date changed. dateModified must reflect substantive edits.
- Never skip the entity-consistency check. It's the cheapest signal that nobody implements.