AI Search Visibility — Claude AI Skill for GEO, AEO & AI Citability Audits

Score any page’s AI Citability out of 100, then fix what is actually costing you citations in ChatGPT, Perplexity, AI Overviews, and Claude — paste-ready rewrites and schema included, not just a diagnosis.

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Description

The problem with getting cited by AI

You write great content.
ChatGPT still does not know you exist.

Google indexes almost everything. AI answers quote almost nothing. ChatGPT, Perplexity, Gemini, AI Overviews, and Claude only pull from the tiny slice of the web that is retrievable, self-contained, and backed by evidence — and most pages fail before authority is even considered. Nobody tells you which pillar you are failing on, or what to fix first.

No idea if your key pages are even reachable by AI crawlers
Generic “add more content” advice with no way to measure impact
Competitors get quoted by name in AI answers while you get ignored

The fix

A 100-point AI Citability Score — and the exact fixes to raise it

Give Claude a real audit engine, not a checklist. Every page gets scored live across six pillars — using the actual page fetch, the actual robots.txt, the actual search results — then gets paste-ready rewrites, schema, and a prioritized roadmap to close the gap.

×

Without AI Search Visibility

VS

With AI Search Visibility

Guessing why AI ignores your pages

A 100-point score across 6 measured pillars, evidence-backed

No idea if crawlers can even read your site

Live robots.txt check against 15 named AI crawlers, including GPTBot and ClaudeBot

Vague “improve your content” advice

Paste-ready BEFORE / AFTER rewrites for every deduction

One-off manual ChatGPT searches to check citations

A structured 25–40 prompt tracking set with a measured baseline

Missing or invalid structured data

Complete, validated JSON-LD ready to paste, for every relevant schema type

Off-page authority ignored entirely

Named prospect list with outreach angles for entity authority

What you get

Everything inside the download

SKILL.md — Main file
The full AI Search Visibility Engine with all 6 modes, the 100-point rubric, and every guardrail built in.
How AI Search Works
The 2026 retrieval mechanics behind every major AI platform — required reading before any audit.
Full Scoring Rubric
Every line item across all 6 pillars, with exact scoring anchors — no ambiguity in what earns points.
Schema Library
Copy-paste JSON-LD for every schema type relevant to AI retrieval, pre-validated against schema.org.
Visibility Testing Protocol
The exact prompt-set design and live-testing method to measure who is actually cited today.
Evidence Base
Source-cited 2026 studies behind every recommendation — nothing asserted without backing.

The 6 modes

Every AI visibility job, covered

1
Page Audit
One URL, fully scored and fixed

Fetch the live page, run the 100-point rubric across all 6 pillars, and get paste-ready rewrites for every deduction — answer blocks, headings, schema, author bio, and freshness signals.

AI CITABILITY SCORE: 58/100 — PARTIALLY RETRIEVABLE
Retrievability        12/15
Chunk Extractability  11/25  ← biggest gap
Evidence Density        9/20
Entity & Trust        10/15
Fan-Out Coverage        9/15
Off-Page Corroboration  7/10
2
Site Audit
Domain-level strategy, not a single page

A full-site AI retrieval audit with a prioritized 30 / 60 / 90-day roadmap, reweighted so off-page corroboration counts for 30% at the site level instead of 10%.

3
Visibility Testing
Measure who is actually cited today

A 25–40 prompt tracking set run live against your target queries across ChatGPT, Perplexity, Gemini, and AI Overviews, with a citation-share baseline versus your named competitors.

4
Off-Page Authority

Entity authority audit plus a named prospect list with outreach angles for mentions, listicles, and digital PR that build corroboration.

5
Content Creation

The writing patterns that actually get quoted — formats, structures, and answer-first openings mapped to real fan-out questions.

6
Fix-Batch

Run the full Page Audit across 20+ URLs in one session — same rubric, same rewrites, at scale for a whole content library.

Made for

Who gets the most out of this skill

SEO Agencies & Consultants
Add AI visibility audits to every retainer without building the rubric yourself. Score, fix, and report in one session.
SaaS & Content-Led Brands
Know exactly why competitors get quoted in ChatGPT and you do not — then close the gap with prioritized fixes.
In-House Marketing Teams
Turn “why aren’t we in AI Overviews” from a mystery into a scored, fixable roadmap leadership can track.
Technical Writers & Editors
Get exact BEFORE / AFTER rewrites for every page — no guessing what “more citable” actually means.
100
point Citability Score
6
pillars measured
15
AI crawlers checked
$19
all skills included

Getting started

Up and running in 3 steps

1
Download
The SKILL.md file downloads instantly — included in your subscription.
2
Install in Claude
Drop the .md file into your Claude skills folder (instructions inside). Works with Claude.ai Pro, Claude Code, and the API.
3
Audit your first page
Say “Audit my homepage for AI visibility.” Claude fetches the live page, scores it, and hands back prioritized fixes.

See it in action

Real output from Mode A — Page Audit

Prompt: “Audit my homepage for AI visibility”

AI Search Visibility — Page Audit
URL: yoursite.com | Entity: Your Brand

AI CITABILITY SCORE: 58/100 — PARTIALLY RETRIEVABLE
────────────────────────────────────────
Retrievability          12/15
Chunk Extractability    11/25  ← biggest gap
Evidence Density         9/20
Entity & Trust        10/15
Fan-Out Coverage         9/15
Off-Page Corroboration   7/10

TOP 3 FIXES (by impact ÷ effort):
1. No answer-first opening — add a 40-60 word direct answer block
2. Missing Person + Organization schema — JSON-LD drafted below
3. robots.txt blocks GPTBot — one-line fix, highest leverage

→ Full rewrites and schema saved to 02-rewrites.md and 03-schema.json

Technical specs

File format .md (Markdown) — opens in any text editor
Compatible with Claude.ai Pro/Team, Claude Code, Claude API (all models)
Optimised for Claude Sonnet 4 and above — works on all recent Claude models
Third-party tools required? No — live web fetch is built in. Claude in Chrome, SEMrush, and GSC/GA4 are optional add-ons
Delivery Instant download — included in subscription
License Commercial use included — use across unlimited client work
Updates Lifetime updates included with subscription
Purchase policy Covered — details in our FAQ below

FAQ

Common questions

How is this different from a normal SEO audit?
A normal SEO audit optimizes for Google rankings. This scores whether a passage can be lifted out of your page, quoted, and cited by ChatGPT, Perplexity, Gemini, and AI Overviews — a different retrieval mechanism with its own rubric, tested live rather than assumed.
Do you promise I will get cited by ChatGPT?
No, and be wary of anyone who does. AI retrieval is non-deterministic and varies by user, session, geography, and model version. This skill improves the probability of citation and gives you a measured baseline — it never promises a specific outcome.
What if I do not have Claude in Chrome or SEMrush?
Not required. The default mode uses live web fetch and search only. Claude in Chrome, SEMrush, and GSC/GA4 exports are optional upgrades that add deeper data, not prerequisites.
Can I run this on a whole site, not just one page?
Yes — Mode B (Site Audit) covers domain-level strategy with a 30/60/90-day roadmap, and Mode F (Fix-Batch) runs the full page rubric across 20+ URLs in one session.
Is this a subscription?
Included in your subscription. You get the SKILL.md and all reference files, with lifetime updates. No extra fees, no renewal, no expiry.
What is your purchase policy?
We stand behind every product and want you to feel confident buying. Our purchase policy covers delivery, licensing, and how we handle concerns. Learn more →

Ready to get cited?

Stop guessing why AI ignores you. Start with a measured score.

100-point score. 6 modes. Paste-ready rewrites and schema. Included in subscription.

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