AI Diagnostic Report
$299one-time
One-off report. How 4 AI assistants describe you, where competitors are named instead of you, and your top recommendations on what to fix.
Get startedAI Diagnostic Report
Be the business
AI recommends.
Check what ChatGPT, Claude, Gemini, and Perplexity say about your business, which competitors they name and what your website is missing.
AI assistants checked
ChatGPT
Claude
Gemini
Perplexity
4 of 4
AI Quality Score
74
91+17
TodayEstimated
After 10 fixes · days 1–14
AI Representation Score
30/ 100Needs work
10 customer questions · 4 AI assistants
Why it matters
Customers ask AI first.
Make sure it gets you right.
AI answers sound certain, so customers act on them. We found AI gets you wrong most when facts are missing or unclear. The AI Diagnostic Report shows which ones and how to fix them.
47.3%
of businesses got at least one wrong or invented answer from AI.
Errors reviewers found
- Wrong businessConfused with a similarly named company
- Wrongly marked closedSaid to have shut down while still open
- Wrong ownerThe wrong person named as owner
Source: LLMSource's AI Representation Gap Report: trained reviewers graded 856,544 AI answers about 26,962 businesses against each business's own website and public records.
What you get
One report.
Where you stand,
and what to do next.
Plain-language findings, no technical background needed, and recommendations your team can act on.
Does AI bring you up?
Your AI Representation Score: how often, how high and how positively 4 AI assistants name you vs. top competitors, by question, assistant and competitor.
Can AI read your website?
Your AI Quality Score: how clearly your key pages state the facts AI looks for, like services, hours, location and contact details.
What should you do first?
Up to 10 recommendations ranked by estimated impact, with clear steps and paste-ready code for your web team.
Included in every report
See who AI recommends
when it isn’t you.
- Your share of voice and rankHow often AI names you versus every other provider, and where you rank.
- The questions you’re missingQuestions where AI names someone else, and who it names instead.
- How you compare with the top 10 competitorsWhether AI ranks you higher and describes you better than competitors.
Pricing
Two ways to get started.
Get the report on its own, or add experts to help you act on it.
AI Diagnostic Report +
Expert Support
$899one-time
The diagnostic report, plus a dedicated Growth Consultant and Technical Specialist who walk you through it, apply agreed fixes with your approval, then rescan to show the results.
Get startedAI Diagnostic Report customers get a discount on the LLMSource Platform when it launches.
Coming January 2027
Stay visible to AI,
all year round.
LLMSource helps businesses get found, described accurately and recommended by AI. Join early access for perks.
Get started
Talk to an expert first.
Pay only when you’re ready.
Leave your details and a Growth Consultant will call to answer your questions, confirm the right option and set up your diagnostic.
FAQ
Questions about the
AI Diagnostic
Can’t find your answer?
Talk to our Growth ConsultantIt’s a report that shows how AI assistants describe your business to customers today. It shows how often they name you, where competitors are named instead, and what your website is missing, then gives you clear recommendations on what to do next.
ChatGPT, Claude, Gemini and Perplexity. We ask each one the questions your customers are likely to ask, then compare the answers with your website and public records.
Your AI Representation Score (how often, how high and how positively AI names you), your AI Quality Score (how clearly your website states the facts AI needs), recommendations ranked by impact, paste-ready code for your web team and a 30-day plan.
Fill in the form with your name, email, phone number and website. A Growth Consultant will call you to answer your questions and confirm the right option.
The AI Diagnostic ($299) gives you the full report. AI Diagnostic + Expert Support ($899) adds a dedicated Growth Consultant and Technical Specialist. With your approval, they can help put agreed recommendations in place on your website, within a scope we confirm with you before work starts. They also review your results with you afterwards.
With the AI Diagnostic, your team makes the changes using the report. With Expert Support, our Growth Consultant and Technical Specialist can help put agreed changes in place, but only with your approval and within an agreed scope. You stay in control of your website at all times.
No one can control what AI assistants say. The diagnostic shows where AI leaves you out and what is most likely to help, so you can act on the clearest opportunities first and track the change over time.
Yes. Our recommendations work whether your website runs on a CMS, a website builder or custom code.
SEO helps you rank in search results. This diagnostic looks at what AI assistants actually say about your business when customers ask them directly, an area often called AEO (answer engine optimization) or GEO (generative engine optimization).
Ask ChatGPT, Claude, Gemini and Perplexity the questions your customers ask, then note whether you’re named, how you’re described and who’s named instead. The AI Diagnostic Report does this for you: it asks each assistant the questions your customers are likely to ask and brings the answers together in one report.
Make the facts AI looks for easy to find and consistent. State your services, location, hours and contact details clearly on your key pages, add structured data (schema markup), keep your details the same across your website and listings, and answer the questions customers actually ask in plain language. The AI Diagnostic Report shows which facts are missing or unclear on your website and ranks the fixes by impact.