An independent research property · Vol. 01

AI is already recommending someone in your market. See whose name it says.

The free AI Citation Audit scores how ChatGPT, Perplexity, Claude, Gemini and Grok actually cite your site — the same 10-point, 5-engine audit we run for agency clients at $500+. You get your score, the queries you’re losing, and who gets cited instead of you.

Free AI Citation Audit — see how ChatGPT, Perplexity, Claude, Gemini & Grok rate your site, and who they recommend instead.

  • Full report emailed in minutes
  • Open methodology
  • No credit card

Founding 100 — lock the founding rate for life. Retail rises; yours doesn’t. Closes at 100 paying accounts.

Reserved for local service businesses, trades, and professional practices — the verticals this measures best.

Citation Scoreboard · Sample
12 weeks of scans
Buyer queryGPTPPLXCLDEGEMGROK
Best real estate team for buying a home in Conroe or Spring TX#1···#8
Which real estate teams have the most experience nearby?#1#6#5#1#1
Top-rated realtors near The Woodlands TX for luxury buyers··#6#1#1
Who are the best real estate agents in The Woodlands TX?·#6·#2#2
How do I find an experienced realtor in The Woodlands TX?·#1·#3·
What do realtors charge to sell a home in The Woodlands?#6#3·#4·
Cited 18 of 30#n = your rank in the answer· = not cited yet

A sample scoreboard, anonymized. Each cell is one AI engine’s answer to one buyer query — a number is your rank when it names you, a blank is an engine that doesn’t yet. Real reports fill in like this as the work gets done.

Glossary

First, the language.

The category has three names — AI Visibility, AEO, GEO — and they describe the same problem with slightly different framing. Here’s the difference, in plain English.

What is AI Visibility?

AI Visibility is how often, and how favorably, AI assistants — ChatGPT, Perplexity, Claude, Gemini, Grok — mention your brand when answering buyer-intent questions. Unlike SEO, which measures ranking on a results page, AI Visibility measures whether you are cited as a recommended source. The signals that move it are content citation geometry, directory presence, brand mention frequency, and entity disambiguation in Knowledge Graphs.

What is AEO?

AEO — Answer Engine Optimization — is the practice of engineering content and entity signals so AI assistants extract, attribute, and cite your brand verbatim when answering category questions. AEO is structurally different from SEO: it rewards question-format headings, 134-167 word extractable passages, sourced statistics with dates, and FAQ schema. 90% of ChatGPT citations come from pages that are notin Google’s top 20 results.

What is GEO?

GEO — Generative Engine Optimization — is the term Search Engine Land and others use for the same discipline: optimizing for AI-powered answer engines including Google AI Overviews, ChatGPT Search, Perplexity, and Claude. The signals AEO and GEO measure overlap roughly 80%. Most practitioners use the terms interchangeably; we use AEO because Answer Engine is the more precise frame for what these systems do.

10-point AI Citation framework
Across 5 LLMs
12+ AI bot crawlers tested
GPTBot, ClaudeBot, PerplexityBot…
5 LLMs scored independently
ChatGPT · Perplexity · Claude · Gemini · Grok
40-point AEO standard
Validated against citation behavior
The AEO Framework

What we measure.

Every audit runs the same 10 checks. Each one scores zero to ten. Each one rolls up into per-LLM citability scores with weights we publish in plain text on every report. No black box, no “proprietary AI” smoke. Just the methodology.

01

Crawler accessibilityveto

Validates every major AI bot can reach the site. The #1 silent killer — Cloudflare's default blocks GPTBot.

02

Brand mention frequency

Recent web mentions of your brand outside link contexts. Research shows brand mention frequency is the #1 predictor of AI citation — stronger than backlinks (0.334 correlation coefficient).

03

Directory citation footprint

AI assistants trust directories before they trust your brand. We check the ones that matter for your vertical.

04

Schema markup

Organization, FAQPage, Article with declared author, LocalBusiness, BreadcrumbList. Machine-readable trust signals.

05

Content citation geometry

Extractable passages, question-format H2s, sourced statistics with dates. The 40-point AEO standard.

06

Entity signals & Knowledge Graph

NAP consistency across the web. Wikidata, Wikipedia, GBP. Track 2 of the Two-Track Law.

07

Original data publication

LLMs cite new data. Synthesizing other people's thinking gets ignored.

08

Trusted publication backlinks

Recent mentions in authoritative sources. Single Forbes feature beats fifty more blog posts.

09

Topic cluster architecture

Pillar pages with supporting clusters. AI weights topical authority over isolated content.

10

Per-platform optimization

ChatGPT, Perplexity, Claude, Gemini, and Grok each reward different signals. Scored separately.

AI Visibility audit findings

What we’ve found.

Three brands. Three industries. All three doing the on-site work. None of them being cited by AI. The gap between “invisible” and “recommended by ChatGPT” is almost never the content.

Luxury Real Estate
Westside Los Angeles
44/ 100
Grade D · Projected lift +18

Top 1.5% agent nationwide. ChatGPT couldn't find her because the directories it trusts didn't list her.

  • 224-page site with 70+ recent blog posts — but Wikipedia, Wikidata, FastExpert, and HomeLight all missing.
  • Listed twice under different brand names on the same chamber of commerce.
  • Stale Berkshire Hathaway profile from a former brokerage still live, splitting authority across three entities.
Three live profiles. AI assistants saw three different agents and recommended none of them.
Painting Contractor
San Diego County
55/ 100
Grade C · Projected lift +18

Gold-standard technical setup. Invisible on the four directories ChatGPT favors for service businesses.

  • Perfect 10/10 robots.txt — explicitly allows every major AI crawler by name.
  • 73-URL topic cluster spine with three Pattern C displacement plays against named competitors.
  • Missing from Angi, HomeAdvisor, Houzz, Thumbtack — so ChatGPT recommends Yelp randos instead.
10/10 on technical AI-readiness. 4/10 on the directories that determine whether ChatGPT actually mentions them.
Personal Injury Law
Midwest metro
38/ 100
Grade F · Projected lift +24

Strong Avvo profile. Zero schema. Cloudflare blocking GPTBot for nine months without anyone noticing.

  • Veto-level: GPTBot, ClaudeBot, and PerplexityBot all blocked at the WAF.
  • Zero Organization or LocalBusiness schema on any page.
  • Three years of practice-area blog posts with no declared author entity.
Nine months of paid content marketing. Zero AI citations possible — the crawlers literally couldn't read the site.
Inside an AI Citation Audit

See the report.

The full audit ships as a designed report — radar chart per LLM, 10-point breakdown, prioritized remediation roadmap ordered by speed-to-result, and the math behind every score visible inline.

Open a sample report →
AI Citation Audit · 2026-06-19
v0.2.0
westsideluxurybroker.example
Overall
44/ 100
Grade D
Per-LLM citability
ChatGPT
51
Perplexity
45
Claude
44
Gemini
43
Grok
36
Same-day fixes: 6 · Projected lift: +18 pts in 30 days
What shows up

The audit is the snapshot. The scoreboard is the movie.

One scan tells you where you stand today. What changes the answer is watching the same queries every week — and doing the work between scans.

01 · Snapshot

The audit

Free

Your score across 10 checks and 5 engines, the queries you're losing, and who gets cited instead. Yours in minutes, no card.

02 · Movie

Monitor

$99/mo

The same queries re-scanned every week, ranked per engine. You see movement — or its absence — instead of guessing between audits.

03 · Loop

Engage

$399/mo

We find the conversations AI pulls from, draft what you post, and fix the third-party profiles it reads. Then the next scan proves it.

Start with the free auditSee who AI recommends instead of you — in minutes.
After the audit

The audit shows AI is answering your customers — with your competitor, not you.

Knowing your score is step one. Engage is how you move it — a measured, repeatable loop, not a guess.

01 · Find

The exact conversations AI pulls from

For every query you’re losing, we surface the live threads AI already cites for your market — and show you precisely who it names instead of you.

02 · Reply

A ready-to-post answer, in your dashboard

Each opportunity comes with a genuine, value-first reply drafted for you. You post it from your own account — lead with the help, the mention of your business is secondary.

03 · Prove

Your next scan shows the lift

Because we measured you before, the citation you earn is unambiguous. Every opportunity is one an AI is already answering — with someone else. Engage puts you in the answer.

Run your audit

See where you stand. Free.

Enter your domain and we run all 10 checks across ChatGPT, Perplexity, Claude, Gemini, and Grok — then email you the report. No signup until you see results.

Free AI Citation Audit — see how ChatGPT, Perplexity, Claude, Gemini & Grok rate your site, and who they recommend instead.

Open AEO scoring methodology

The methodology is open.

Every report we ship includes the per-LLM weight formulas inline. Each platform — ChatGPT, Perplexity, Claude, Gemini, Grok — scores via a different recipe because each one rewards different signals. We publish the recipes so you can verify the score, replicate the audit, and argue with the weights. Transparency is the only durable trust signal in a category this new.

// ChatGPT score recipe
0.30 × directories +
0.20 × content geometry +
0.20 × brand mention frequency +
0.10 × schema +
0.10 × topic clusters +
0.05 × backlinks +
0.05 × original data
= a number, on a page, that you can argue with.