CitedScore
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Find out if AI recommends your business.
Or your competitor's.

Your buyers are asking ChatGPT, Google AI Overviews, Gemini, and Perplexity questions your business should be answering. Most are invisible in those answers and have no idea. AI sends high-intent traffic to whoever shows up instead. Finding out where you stand is where it starts.

Why isn't my business showing up in AI answers?

AI engines recommend businesses they can verify and recognize. Verification comes from structured signals on your site. Recognition comes from your brand's footprint across the web. If either one is weak, ChatGPT, Google AI Overviews, Gemini, and Perplexity will name whoever gave them more to work with.

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Your first Report, on the house.

CitedScore is in final build. Sign up now and get first access the day we launch, plus a complete PDF report on your site. No strings. After the free window closes, Reports are $79.

¹
59.7%
of searches now end without a click. Every one that does end on a site is higher-value than it used to be.
²
4.4×
more likely to convert than standard organic traffic. AI-referred visitors arrive with a specific question already answered. They're not browsing. They're buying.
³
62%
of AI citations are ghost citations: the AI uses your site as source material and never names your brand in the answer. Your content did the work. A reader walked away without ever knowing you exist.
2.5×
AI-referred shoppers arrive on product pages at 2.5× the rate of organic visitors, convert at nearly 50% higher rates, and spend 14% more per order. They've already made a decision before they click.

CitedScore runs your domain against real prompts across ChatGPT, Google AI Overviews, Gemini, and Perplexity. It tests your visibility as the three most likely buyer types for your business, then classifies every result. Your PDF report tells you:

Who got named
Who got used as an uncredited source
Which competitor took your spot
The specific signals you need to change

You get a professionally designed PDF report showing where you stand, who's taking your spot, and what to fix first. One scan. $79.

What Buyers See When They Ask AI About You

before · invisible
> chatgpt.com — user prompt
“Who are the best HubSpot implementation partners in Europe right now?”
▌ ai response

Here are the top HubSpot partners in Europe based on current reviews and case studies:

  1. Competitor A — London, UK
  2. Competitor B — Berlin, DE
  3. Competitor C — Amsterdam, NL
  4. Competitor D — Madrid, ES
  5. Competitor E — Dublin, IE

Sources: hubspot.com · competitorA.com · competitorB.com · g2.com

Your domain: never named, never sourced
after · mentioned
> chatgpt.com — same prompt, same query
“Who are the best HubSpot implementation partners in Europe right now?”
▌ ai response

Here are the top HubSpot partners in Europe based on current reviews and case studies:

  1. your-domain.com
  2. Competitor A — London, UK
  3. Competitor B — Berlin, DE
  4. Competitor C — Amsterdam, NL
  5. Competitor D — Madrid, ES

Sources: your-domain.com · hubspot.com · g2.com · competitorA.com

Your domain: named in the answer and cited as a source — position #1

Right now, someone is asking ChatGPT or Perplexity a question your business should be answering. A competitor's site gave AI engines more to work with than yours did, so they're the ones getting named. CitedScore runs those exact prompts against your real domain, across all four platforms, and shows you what the AI said: who got named, who got used as an uncredited source, which competitor took your spot, and the specific signals you need to change.

You Can Be a Source and Still Be Invisible

There are two ways to appear in an AI answer, and they are worth very different amounts of money.

A mention means the AI names your brand in the answer itself. The buyer reads your name. That's the appearance that drives revenue.

A citation means the AI links your site as a source. Useful, and research across thousands of AI answers found that 62% of citations are ghost citations: the AI pulled from the site and never named the brand.³ Your content did the work. A reader walked away without ever learning you exist.

Every other tool at this price point reports one number and calls it visibility. CitedScore classifies every query result into three states: Mentioned (named in the answer), Cited only (used as a source, never named: a ghost citation), or Both. Then it tells you which lever moves each one.

Why This Happens

Two separate systems decide whether AI recommends you, and they respond to different fixes.

Citations are earned on your site. When someone asks ChatGPT or Perplexity a question, those platforms retrieve and extract. Schema markup, question-structured headings, llms.txt, content depth: these are the signals that make your pages extractable. If they're missing, the AI pulls from whoever has them.

Mentions are earned across the web. AI engines name brands they've seen consistently: in community discussions, industry coverage, comparison content, and corroborated entity signals. A site can be perfectly structured and still go unnamed if the brand is an isolated node nobody else talks about.

Most businesses are weak on one lever and blind to the other. CitedScore audits both, plus the technical foundation underneath, and shows you the live results across all four platforms: ChatGPT, Google AI Overviews, Gemini, and Perplexity. Then it maps the gap between where you are and where you need to be, and tells you exactly what to fix first.

Why This Directly Affects Your Revenue

When AI names your business, the person reading that answer arrived with a specific question already answered. They asked an AI they trust, and it handed them your name. That's the warmest lead the internet has ever produced. Shopify's Q1 2026 data confirms what it's worth: AI-referred shoppers convert at nearly 50% higher rates than organic visitors and spend 14% more per order.⁴

If a competitor is being named and you're showing up as an anonymous source link (or worse, never showing up at all) those high-intent buyers go to them. They were ready to purchase. The competitor earned the recommendation. CitedScore shows you exactly which signals you're missing and which ones are leaking value as ghost citations.

What CitedScore Does

CitedScore crawls your website, runs a full SEO, AEO, and GEO audit, then tests your real visibility with live queries across ChatGPT, Google AI Overviews, Gemini, and Perplexity. The result is a professionally designed PDF report.

One scan tells you something your analytics dashboard never will: whether AI engines are recommending you, quietly using you as an uncredited source, or sending your buyers somewhere else.

Built on 18 years of engineering methodology.

Bryan Markham is a front-end engineer with 18 years building web platforms where technical performance had a direct line to revenue: campaigns at Red Ventures, conversion architecture at Zappos and Experian, funded startup builds at Electric. When his clients started asking whether they were showing up in AI answers, no tool existed that gave a real answer at the code level. So he spent hundreds of hours building and training one on his own methodology. The result is what runs every CitedScore audit: a proprietary diagnostic engine, engineer-verified on every finding it surfaces.

ReactNext.jsHubSpotShopify

18 years. Revenue always in scope.

Across 18 years and 30+ clients, from funded startups like Electric to brands like Zappos, Experian, and Red Ventures, the front-end work was never just engineering. It was landing pages, campaign systems, and performance architecture where what shipped had a direct line to what converted. That's the lens CitedScore is built on. Every audit runs through the same thinking, at machine scale, with every finding checked by hand before it reaches your report.

ZapposExperianRed VenturesElectric

Three scores tell you exactly where you stand.

Technical SEO Score

Meta tags, schema validation, heading structure, mobile viewport, sitemap, HTTPS, image optimization. The foundation everything else sits on. If these are broken, nothing above them matters.

AEO Readiness Score

How extractable your content is to AI platforms. Schema completeness, question-based headings, answer density, llms.txt, AI crawler access, entity corroboration. This is the on-site lever: the signals that turn your pages into source material AI can use with confidence.

GEO Citation Score

Live results. Before the queries run, CitedScore extracts a Company Profile from your site and generates three buyer personas: the specific types of customers most likely to be searching for what you do, in the vocabulary they actually use. Then it runs 20 real prompts across ChatGPT, Google AI Overviews, Gemini, and Perplexity, split across those buyer types, and classifies every result: Mentioned, Cited only (a ghost citation), Both, or Absent.

You get a score per platform plus one blended score weighted by where buyers actually ask, so the platforms with the most users count the most. Mentions weigh more than citations, because a named recommendation is the result that drives revenue. And you get a Perception Gap: how your site presents your business, how AI sees it, and where the two diverge.

The four platforms reward different things.

ChatGPT

Retrieval-driven. Responds fastest to on-site structure: schema, headings, and extractable answers.

Google AI Overviews

The AI layer inside Google Search itself. The single largest AI answer surface your buyers see.

Gemini

Knowledge-driven. Names brands it already recognizes. Responds to brand footprint across the web.

Perplexity

Retrieval-native with visible sources. Every answer shows exactly who earned the citation.

Visibility on one platform tells you nothing about the others.
ChatGPT
Google AI Overviews
Gemini
Perplexity
CitedScore checks all four, every audit.

What makes CitedScore different from every other audit tool

Most AI visibility tools run the same generic queries against your domain. "Best [category] in [city]." "What is [brand name]." Every brand gets the same prompts.

Your buyers don't all ask the same question. A budget-conscious first-time buyer types differently than an experienced operator comparing platforms. A procurement manager phrases things differently than a founder doing their own research. The same business can be visible to one type of buyer and completely absent for another. That gap is where revenue leaks.

CitedScore's engine reads your site and builds three buyer personas before it runs a single query. Each persona reflects a real buyer type for your business, using the vocabulary they actually use. Then it runs queries as each one, in both short conversational phrasing and long structured phrasing, because the research shows those two formats produce dramatically different AI responses.

The report tells you which buyer types find you, which platforms surface you for them, and where you're invisible to the audience most likely to convert.

Three buyer personas. Four AI platforms. 20 prompts. 80 result observations. One PDF report. $79. No other tool delivers this depth of insight at any price point.

What the Report Looks Like

acme_citedscore_report.pdf18 pages · PDF
CitedScoreREPORT · 2026-05-31
AI Visibility Report
acme.com
How often Acme is cited across the four major AI answer engines, with the gaps costing the most visibility.
68/ 100
↑ +9 · 30d
B−
Overall grade
0.29
Avg citation rate
18 / 40
Prompts cited
#12
Category rank
Platform breakdown
Where you stand, engine by engine.
PlatformVisibilityCite ratePresenceΔ 30d
ChatGPT
81
0.417 / 10↑ +12
Google AI Overviews
74
0.366 / 10↑ +6
Perplexity
52
0.223 / 10↓ -3
Gemini
38
0.112 / 10↓ -1
Prompt-level results
Which questions surface you — and which don't.
Tracked promptCitedRank
best AI visibility tools for SEO teams#2
how to track brand mentions in ChatGPT#1
what is answer engine optimization#4
AEO vs GEO vs SEO difference
alternatives to traditional rank tracking
measure brand citations across AI models#3
Buyer Personas
Who we tested as.
P01Budget-conscious first-timer
Searching for: "affordable [category] that won't break"
ChatGPT: Absent · AI Overviews: Cited only · Gemini: Absent · Perplexity: Mentioned #4
P02Informed comparison shopper
Searching for: "[brand] vs [competitor] which is better"
ChatGPT: Mentioned #2 · AI Overviews: Absent · Gemini: Mentioned #3 · Perplexity: Cited only
P03Ready-to-buy repeat customer
Searching for: "best [product] for [specific use case]"
ChatGPT: Mentioned #1 · AI Overviews: Mentioned #2 · Gemini: Absent · Perplexity: Mentioned #1
Perception Gap
How your site presents you: premium [category] brand for [buyers]
How AI sees you: generic [category] option, frequently unnamed
Gap: 2 of 3 buyer types find a competitor before they find you
Recommendations
Close these gaps first.
P1
Publish a definitive "AEO vs GEO vs SEO" explainer
You're absent from this high-intent prompt across every platform. Own the definition and you own the citation.
P2
Add Organization + sameAs schema to all key pages
Strengthens entity resolution so models attribute citations to your brand, not a generic source.
P3
Build a comparison page targeting "alternatives to" queries
Comparison prompts convert and you currently surface in none of them.
citedscore.comAI Visibility Report · acme.com · 2026-05-31

A professional PDF report built for action.

Not a dashboard full of numbers. Something you can read over coffee, share with your team, or hand to a decision-maker without explanation.

  • 01Cover page with your domain, audit date, and overall score.
  • 02Executive summary with your three scores, the per-platform GEO breakdown, and the top 5 priority actions.
  • 03Who we tested as: the Company Profile extracted from your site, the three buyer personas, and the Perception Gap showing how your site presents you vs. how AI sees you.
  • 04Technical detail with every issue flagged by severity (critical, high, medium, or low) with specific fixes attached.
  • 05AEO findings for answer-readiness signals.
  • 06GEO results query by query, platform by platform, grouped by buyer persona. Every result classified as Mentioned, Cited only (ghost citation), Both, or Absent. Includes a full competitor gap table showing which domains are being named in your place, and the prompts you're missing from.
  • 07Prioritized recommendations split by lever: on-site fixes that move citations and extraction, and off-site moves that build the brand recognition mentions require. Effort estimates on every item so you know what to fix first.

The whole thing generated automatically. Ready to download in minutes.

How CitedScore Compares

Otterly.AISemrush + AI ToolkitCitedScore
AI Visibility ReportNoNo$79 per site
Monthly monitoring$29–989/mo (prompt-based)$239/mo minimumYes, coming fall 2026
Agency / multi-siteCustom, prompt volume pricing$500 + $99 add-on/moYes, coming fall 2026
Platforms extra?Yes, add-ons per platformYes, AI Toolkit add-on requiredNo, all four included
Google AI Overviews includedAdd-onYesYes
Technical SEO auditNoYesYes
AEO content scoringNoPartialYes
Mentioned vs cited classificationNoTopic-levelPer query, per platform
Buyer persona testingNoNoPer buyer type
Competitor gap dataPartialPartialYes
Professional PDF reportNoNoYes

The AI Visibility Report is the fastest way in.

$79. One site. Every AI platform. Three buyer personas. Full PDF report. No subscription, no commitment.

The audit typically finds at least one AI visibility gap costing more than its price in missed traffic each month. When it does, it's paid for itself before you finish reading the report.

No other tool tests your visibility as the specific buyer types most likely to convert for your business. That's the audit.

Monthly monitoring and agency plans are coming this fall.

Frequently Asked Questions

01Which AI platforms does CitedScore check?+
ChatGPT, Google AI Overviews, Gemini, and Perplexity. These are the four surfaces where the overwhelming majority of buyer questions get asked and answered. Google AI Overviews matters most for many businesses because it sits inside default Google Search: your buyers see it without ever opening a chatbot, and it's the layer responsible for most of the organic traffic erosion site owners are feeling. Every audit checks all four. No platform add-ons, no per-platform pricing.
02What's the difference between being mentioned and being cited?+
A mention means the AI names your brand in its answer: the buyer reads your name. A citation means the AI links your site as a source. They sound similar and they behave very differently. Research across thousands of AI answers found that 62% of citations are ghost citations, where the AI used the site's content and never named the brand.³ CitedScore classifies every query result as Mentioned, Cited only, or Both, because the fix for a missing mention (brand recognition across the web) is different from the fix for a missing citation (extractable structure on your site).
03How does the live visibility check work?+
CitedScore builds three buyer personas from your site, then generates 20 targeted prompts across those persona types, in both short conversational and long structured phrasing. Each prompt runs across all four platforms simultaneously. We record whether your brand was named, whether your domain appeared as a source, your position among named results, and which competitor domains appeared instead. The full grid, 20 prompts across 4 platforms, appears in the report. Checking this manually across all four platforms for a single query takes 15 to 20 minutes. CitedScore runs all 80 result observations in the time it takes to get a coffee.
04When does CitedScore launch?+
Soon. We're finishing the final build and will open early access to the waitlist first. Sign up and you'll get an email the day the doors open.
05What does early access include?+
Free Reports are available now, during pre-launch, for a limited time. A complete PDF report on your site, no trial, no strings. When the free window closes, early-access signups lock in $49 for their first Report. At public launch, the standard price is $79. Monthly plans start at $29/mo (Starter), $79/mo (Pro), or $199/mo for the Agency plan covering up to 25 sites.
06Does this work for any website platform?+
Yes, for the vast majority of standard websites. WordPress, Shopify, HubSpot, Webflow, and custom server-rendered builds all work well. We scrape the live URL directly. No plugin, no CMS integration, no developer required.
07What if my site uses heavy JavaScript rendering or bot protection?+
Some sites block scrapers by design, through Cloudflare bot protection, aggressive robots.txt rules, or JavaScript-heavy builds that don't render content server-side. If your site falls into this category, the audit may return incomplete data or limited results on certain checks. The live visibility layer runs independently of the scrape and will still work regardless: we can always test what AI platforms say about you.
08Does improving my score actually change what AI says about me?+
Yes, and the report tells you which lever moves which result. On-site fixes (schema, structured content, llms.txt, question-based headings) move citations and extraction, and on retrieval-driven platforms like ChatGPT and Perplexity they move fast. Mentions build through recognition: comparison content, community presence, entity verification, coverage that puts your name next to your category. CitedScore shows you exactly which signals are missing on each lever, in priority order. Fix them and re-run the audit to watch the per-platform scores move.
09Why is the GEO score weighted by platform?+
Because your buyers aren't evenly distributed. ChatGPT and Google AI Overviews reach far more people than the other platforms, so visibility there is worth more to your revenue. The blended GEO score weights each platform by usage share, which means the number tracks business impact instead of treating every platform as equal. The per-platform scores are always shown alongside it, because a brand can be strong on one platform and invisible on another, and an average alone would hide that.
10Why doesn’t CitedScore test on Meta AI, Grok, DeepSeek, or Claude?+
Their combined referral traffic is closer to a rounding error than a signal compared to Google AI Overviews alone. CitedScore tests the platforms that move the needle now, and will add others as the data warrants it.
11Is this report AI-generated?+
The audit is engine-assisted and engineer-verified. A proprietary diagnostic engine, trained on 18 years of methodology, runs the breadth of every audit: crawling your site, running every prompt, classifying every result, and checking every technical signal. Every finding that reaches your report has been verified by hand. The engine gives the audit the coverage a manual review can't match. The engineer gives it the judgment a machine can't provide. You're paying for the combination.

CitedScore Glossary

AEO, GEO, ghost citations, entity corroboration: every term on this page has a plain-English definition.

Browse the glossary

Get Early Access

Your competitors are already showing up in AI answers. The audit takes minutes. The report tells you exactly what to fix.

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