[Reviewers] AI Visibility Audit — How ChatGPT, Perplexity & Google AIO see your brand. 10 spots.

I got my report today and it show that my brand don't get mentioned by AI at all
the report was very detailed and show the week points I have and what I can
optimize to be more visible to AI
I don't know how much this service will be sold for but it will help you if you
think that people asking AI about what you do
 
I got my report today and it show that my brand don't get mentioned by AI at all
the report was very detailed and show the week points I have and what I can
optimize to be more visible to AI
I don't know how much this service will be sold for but it will help you if you
think that people asking AI about what you do
glad it helped! if you need a hand with the fixes just hit me up :)
 
I've built an AI Visibility Audit tool and I'm looking for 10 reviewers to try it out and provide honest feedback in this thread or DM.

What the tool does: It scrapes ChatGPT, Perplexity, and Google AI Overview using real user queries, then analyzes how these platforms mention, recommend, and describe your brand vs competitors.
What you receive (completely free):
  • AI Visibility Score (0-100) across 3 AI platforms
  • Competitive benchmarking against 5-8 competitors in your niche
  • 5 queries (keywords) analyzed with multiple repetitions per platform
  • Citation source mapping — which domains AI pulls info from
  • Brand framing & sentiment — how AI describes you (strengths, weaknesses)
  • AI-readiness page audit — your landing page scored on 8 factors
  • Entity attribute gaps — what competitors have in AI that you don't
  • Action plan with prioritized fixes
  • Full PDF report (15-18 pages)

Requirements to participate:
  • Minimum 100 posts
  • Minimum 6 months account age
  • Must have a real brand/website (no test domains)
  • Must provide honest feedback in this thread within 2 days of receiving the report

To claim a spot: Reply in this thread that you're interested. I'll DM you to collect your brand details (brand name, website URL, 3-5 competitors, keywords) since I need those to generate the report.
Delivery: 1-3 days from receiving your details.

Spots remaining: 10/10

This is a genuine review round. The tool works but I want real-world feedback to improve it. Tell me what's useful, what's garbage, what's missing, what you'd change. Honest feedback is the only thing I'm asking for.
UPDATE: Slots are filling up and I want to keep things moving. If you claim a spot and don’t send your brand details within 48 hours after my DM, your slot goes to the next person on the waitlist. I’ve got a queue of people waiting so let’s respect each other’s time. If you need more time just let me know - that’s fine, I just need a heads up.
 
I got the report, and it was a really deep dive into AI visibility of my brand. The report is similar to the stuff I already know about my brand and AI, which means that the stuff in there is right. Overall, really good.
 
I got the report, and it was a really deep dive into AI visibility of my brand. The report is similar to the stuff I already know about my brand and AI, which means that the stuff in there is right. Overall, really good.
appreciate the review! good to hear the data lines up with what you already know. That's the best validation i can get. thanks for taking the time
 
I’ve received the report and it’s show how well our business are currently doing on LLM search engines. Obviously I’ve been working on index with LLMs over the last couple of months and having this report validates our assertion.

They’re quite decent room for improvement based on the suggestion from the report and direction on how to fix these concerns .

Overall it’s really worth it .
 
I just finished checking the review copy of the AI Visibility audit and it's really detailed and helpful for my domain. It gives a very clear picture of how AI engines are viewing the site and where exactly the mention rate is sitting compared to the competition. The report shows the share of voice and the average position across different platforms which is useful for someone who wants to rank higher. It is a very profesional look at the gap between search engines and AI and it includes a citation deep dive where all the sources and domains are listed. The audit of the page is very thorough and covers everything from information density and sentiment to how the brand is framed by the AI. This is a great package for understanding the backlink profile better and all the data is presented in a way that is easy to follow for any owner. I really like the action plan and suggestions, tailored to your specific domain, giving you a clear plan on how to improve. Don't know the price of the service, but it's worth it.

100% recommended.
 
I’ve received the report and it’s show how well our business are currently doing on LLM search engines. Obviously I’ve been working on index with LLMs over the last couple of months and having this report validates our assertion.

They’re quite decent room for improvement based on the suggestion from the report and direction on how to fix these concerns .

Overall it’s really worth it .
@Topiano - glad the report backed up what you've been working on. That's the best feedback i can get - when the data matches reality. appreciate it :)
I just finished checking the review copy of the AI Visibility audit and it's really detailed and helpful for my domain. It gives a very clear picture of how AI engines are viewing the site and where exactly the mention rate is sitting compared to the competition. The report shows the share of voice and the average position across different platforms which is useful for someone who wants to rank higher. It is a very profesional look at the gap between search engines and AI and it includes a citation deep dive where all the sources and domains are listed. The audit of the page is very thorough and covers everything from information density and sentiment to how the brand is framed by the AI. This is a great package for understanding the backlink profile better and all the data is presented in a way that is easy to follow for any owner. I really like the action plan and suggestions, tailored to your specific domain, giving you a clear plan on how to improve. Don't know the price of the service, but it's worth it.

100% recommended.

@devebeck - thanks for the detailed breakdown, really appreciate you going through each section. Glad the citation deep dive and action plan landed well those are the parts i put the most work into :D
 
Interested ✅

This sounds like a very useful AI visibility concept, especially with benchmarking and entity analysis across ChatGPT, Perplexity, and Google AI Overview. I have an active brand/website and I’m willing to provide honest, detailed feedback in this thread after reviewing the full report.

Please DM me the next steps — I can send my brand details, competitors, and keywords when you’re ready.
 
REVIEW

I received my report in less than 3 days, and it's a 19 page report.

My brand was tested on 3 AI machines as promised, and an aggregate score was given.

The report has different categories, and it contains everything you need to know about your site or brand's performance on AI.

For example, it showed how your website appears in AI overview compared to your competitors in the COMPETITOR LANDSCAPE category.

Same for the Query analysis, and others.

It's a good insight to understand how AI platforms understand your brand/website and the key terms you rank for.
 
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