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.
Entity authority audit plus a named prospect list with outreach angles for mentions, listicles, and digital PR that build corroboration.
The writing patterns that actually get quoted — formats, structures, and answer-first openings mapped to real fan-out questions.
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
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.
Get this skill
Included in subscription · Instant download · Commercial use included
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