AI Citation Diagnostics

Stop Losing
Named-Competitor
Comparisons Inside
ChatGPT and Perplexity

Your brand ranks well on Google. That does not mean ChatGPT, Google AI Mode, or Perplexity mention you when a buyer asks for the best option in your market. We run your real buyer questions through all three engines, benchmark the answers against your named competitors, and show you exactly which schema and entity gaps are causing you to be skipped, misquoted, or omitted.

  • 30-100+ real buyer prompts tested across ChatGPT, Google AI Mode, and Perplexity
  • Named competitor benchmarking, not generic visibility scores
  • Full Organization, Product, Person, and Offer schema audit plus entity consistency check across 10+ external sources
  • Delivered in 10 business days with a live executive debrief
10 business days | Fixed scope | Accuracy guaranteed | 6 slots this quarter
// AI Citation Status: YourBrand.com vs. Competitors
ChatGPT-4o NOT CITED
Google AI Mode MISQUOTED
Perplexity Pro OMITTED
Competitor A CITED 8/10
Competitor B CITED 6/10
Mention frequency across 10 buyer prompts
Brand Citation rate
Your Brand
11%
Competitor A
88%
Competitor B
45%
Gap Detected
Organization schema missing sameAs on 7 of 10 profiles. Entity conflict: 3 name variants across GBP, directories, and site.
The problem

Why AI Engines Skip, Misquote, or Omit Multi-Location Brands

Multi-location professional-services, healthcare, legal, financial-advice, and e-commerce brands share the same recurring problem: their Organization, Product, Person, and Offer schema and entity data are inconsistent across the site, Google Business Profiles, directories, and social profiles. AI answer engines pull from all of it. When the data conflicts, the model either guesses wrong or leaves you out entirely.

Named competitor cited, you are not

A named competitor gets recommended by ChatGPT or Google AI Mode while your brand is never mentioned, even when your product is clearly superior.

Wrong location, credential, or price stated

AI engines state the wrong location, credential, license status, or price for your business, actively undermining buyer trust at the decision moment.

Rebrands and mergers create fractured entity data

Rebrands, mergers, or new-location launches leave conflicting entity data scattered across the web. AI models keep citing the outdated version long after you have moved on.

No dashboard connecting schema fixes to ROI

Your CMO has no dashboard connecting schema fixes to actual traffic and lead growth. You are flying blind while competitors quietly optimize for AI retrieval.

Your current SEO agency cannot explain or measure AI-search visibility

Traditional SEO and web-dev agencies optimize for Google's ten blue links. AI answer engines use a completely different retrieval mechanism. Most agencies cannot explain, measure, or fix what is happening to your brand in AI search.

The solution

The AI Citation Visibility Audit: Schema, Entity, and Competitor Benchmarking

A done-for-you diagnostic, not a software dashboard you have to interpret yourself. We test your real buyer prompts, benchmark you against the competitors your prospects actually compare you to, audit every schema type that affects AI citations, and check whether AI crawlers can even access your site properly.

Single-Location Audit
$1,997
1 market / 30 buyer prompts
  • 30 buyer prompts across all 3 AI engines
  • Core schema review: Organization, Product, Person
  • Entity check on top 5 external profiles
  • Scored findings report with remediation roadmap
  • 45-minute findings call
  • Delivered in 10 business days
Start with Free Snapshot
Enterprise / Multi-Brand Audit
$7,500
Up to 10 locations or languages
  • 100+ buyer prompts, all AI engines
  • Benchmark vs. up to 5 named competitors
  • Sentiment and misinformation risk flagging
  • Multi-language entity coverage
  • Board-ready report with executive summary
  • 90-minute leadership debrief session
  • Quarterly re-audit at 50% off with retainer
Enquire About Enterprise
Audit fee fully creditable toward a monthly implementation retainer if you sign within 30 days.
Our infrastructure

Built on Working Crawlers, Validators, and Entity-Audit Infrastructure

AI10XBUSINESS already runs a digital agency with working crawlers, schema validators, and entity-audit tooling in production. We are not building this capability for you as a pilot project. We are pointing infrastructure we already operate at your brand's citation data starting this week.

We are onboarding the first 10 clients now and publishing anonymized before/after citation dashboards starting in week 5, so early clients help set the benchmark other brands in their industry get compared against.

  • Existing SEO and technical infrastructure means immediate delivery, no ramp-up period
  • Quarterly re-audit offered at 50% off for clients who convert to a monitoring retainer within 30 days
  • Early clients set the industry benchmark: anonymized dashboards published in week 5
10+
External sources audited
100+
Buyer prompts, enterprise tier
10
Business days to delivery
3
AI engines benchmarked

Audit Accuracy Guarantee

If we miss a material schema, entity, crawlability, or citation-gap issue in scope, we add it and re-review at no charge. No vague promises about AI rankings. We guarantee a complete, accurate, actionable diagnostic or your next audit is free.

Honest framing

We never promise a guaranteed AI citation. No agency controls third-party AI retrieval. We guarantee the diagnostic is complete and actionable.

The engagement

10 Business Days. 8 Modules. One Executive Debrief.

The audit runs as a fixed-scope, fixed-timeline engagement so you know exactly what you get and when you get it. No open-ended discovery, no scope creep.

Module 01

Kickoff and Access Setup

No full CMS access required. We confirm your target locations, named competitors, and the buyer questions we will test.

Module 02

Buyer-Prompt Baseline

We run your real buyer questions through ChatGPT, Google AI Mode, and Perplexity and document every result and gap verbatim.

Module 03

Competitor Citation Benchmark

We run the same prompts against your named competitors and produce a side-by-side citation frequency matrix.

Module 04

Full Schema Audit

Organization, Product, Person, and Offer schema across every relevant page. We flag missing, malformed, and conflicting markup.

Module 05

Entity Consistency Review

We cross-reference your entity data across your site, Google Business Profiles, major directories, and social profiles for conflicts.

Module 06

Crawlability and AI-Bot Access

We verify whether GPTBot, Google-Extended, PerplexityBot, and other AI crawlers can access your key pages without being blocked.

Module 07

Scored Findings and Roadmap

Every gap is scored by impact and effort. You receive a prioritized 30-day remediation roadmap your dev team can execute immediately.

Module 08

Live Executive Debrief

60-minute live session with your CMO or SEO Director. We walk through every finding, answer every question, and confirm next steps.

Days 1-2
Kickoff + Prompts
Days 3-4
Benchmarking
Days 5-6
Schema + Entity
Days 7-8
Crawlability
Days 9-10
Report + Debrief
FAQ

Questions buyers ask before they commit

Do you guarantee we will be cited by ChatGPT or Perplexity after the audit?
No, and any agency that does is lying. No one controls third-party AI retrieval. We guarantee a complete, accurate, actionable diagnostic. If we miss a material schema, entity, crawlability, or citation-gap issue within scope, we add it and re-review at no charge. If the diagnostic is incomplete, your next audit is free.
How long does the audit take?
10 business days from kickoff access, fixed scope, fixed timeline. No open-ended discovery, no scope creep. The engagement ends with a live 60-minute executive debrief with your CMO or SEO Director.
What do I need to provide to get started?
We do not require full CMS access. Module 1 is a brief kickoff and access setup. We need your target locations, the named competitors you want benchmarked, and confirmation of the buyer questions you want tested. That is it.
We already work with an SEO agency. How is this different?
Traditional SEO agencies optimize for Google's ten blue links. AI answer engines use a different retrieval mechanism: they pull from schema markup, entity consistency across external sources, and crawlability by AI bots specifically. Most SEO and web-dev agencies cannot explain or measure AI-search visibility at all. We can, and we have the tooling already in production.
What happens after the audit?
You receive a scored findings report, a prioritized 30-day remediation roadmap, and a live executive debrief. The audit fee is fully creditable toward a monthly implementation retainer if you sign within 30 days. Clients who convert also receive quarterly re-audits at 50% off.
Is the free 10-prompt snapshot a real test or a lead magnet?
It is a real test. We run your actual brand name and category through 10 real buyer prompts across the three major AI engines and show you the raw output with gaps flagged. We usually find at least one citation gap or misquote. If we do not, we tell you that too.
6 slots, this quarter

Book One of 6 Multi-Location Audits at $3,997 This Quarter

We are closing 6 Multi-Location Audits this quarter, delivered in order booked. Once we hit capacity, the next opening moves to the following cycle. Start with a free 10-prompt AI visibility snapshot. If we find a real citation gap or misquote, which we usually do, you will see it before you spend a dollar.

6 audit slots available this quarter. Delivered in order booked.
  • Free 10-prompt snapshot shows at least one real citation gap or misquote before you commit
  • Complimentary schema validator scan of your top 5 pages included at no extra cost
  • Competitor citation-gap one-pager you can forward directly to your CFO or CEO to justify budget
  • Audit fee credited toward a follow-on retainer if you sign within 30 days

Claim My Audit Slot

Get your free 10-prompt AI visibility snapshot first. We will show you the gaps before you spend anything.