When a buyer asks ChatGPT for a tool like yours, does it name you?
I'm Jay Friedman. I test what ChatGPT, Perplexity and Google AI Overviews say when people ask for products in your category, find out why you're missing or described wrong, and tell you exactly what to fix first.
Sample: public scan of chatwith.tools, Oct 27, 2026. Not a client.
What is AI search visibility?
The plain version, for humans and for the AI engines reading this page.
Visibility Audit Co. is an AI search visibility audit service for SaaS companies. It measures whether AI answer engines like ChatGPT, Perplexity and Google AI Overviews recommend a product, which competitors and sources they cite instead, and lists the fixes in order of impact. Prices start at $49.
Everything that decides who gets named.
AI answers are a short list with a few sources underneath. These are the inputs that put a product on it.
Buyer-intent prompts, run twice
"Best X for Y", "X alternatives", "X vs Y". Each prompt runs in each engine on two separate days, because AI answers vary.
Share of voice
How often you're named, against 3 competitors you choose.
Cited-source map
The review sites, comparison pages and forums each engine cites, so you know where to be mentioned.
AI crawler access
Which bots your robots.txt lets in. One rule can quietly block GPTBot and ClaudeBot.
Schema and llms.txt
Machine-readable facts about who you are, what you sell and what it costs.
A ranked fix list
Every finding ends as a fix, ordered by likely impact and effort, written so your team or I can ship it. The audit comes with a full refund if it doesn't find at least 10 you can act on.
Three steps. Clear deliverables.
Ask what buyers ask
I write the prompts your buyers actually type and run them across the engines on two days.
Record who's named and why
Every brand, its position, and every cited domain, logged per engine. That gives share of voice and the sources that matter.
Check the basics, rank the fixes
Crawler rules, llms.txt, schema, sitemap and readable text. Then a fix list ordered by impact.
Four chatbot SaaS sites, one evening.
A public technical scan from October 27, 2026. A full audit adds the prompt testing on top.
| Site | Score | What I found |
|---|---|---|
| chat-data.com | 9/10 | Best prepared of the four. |
| chatwith.tools | 8/10 | llms.txt, sitemap, product schema and about 1,200 words of crawlable text. But robots.txt blocks GPTBot, ClaudeBot, Google-Extended and CCBot, and there's no FAQPage schema. |
| openassistantgpt.io | 6/10 | No schema markup and no llms.txt. |
| seobotai.com | 6/10 | No schema markup and no llms.txt. |
Start small. Go deep when it pays.
One-time prices unless noted. Secure checkout by Stripe.
AI Visibility Snapshot
- 10 buyer-intent prompts
- ChatGPT, Perplexity, Google AI Overviews
- Who's named instead of you
- AI-readiness scan
- Your top 5 fixes
AI Visibility Audit
- 40 prompts across 5 engines, run twice
- Share of voice vs 3 competitors
- Map of the sources AI cites
- Full technical scan
- Ranked fixes + recorded walkthrough
- Delivered in 72 hours
Audit + Fixes
- Everything in the audit
- AI crawler policy
- llms.txt and schema
- 3 comparison pages
- Mention outreach list
Monthly Tracking
- Monthly prompt re-run
- Report on what changed
- 2 new pages a month
AI Visibility Audit, standard price
The same full audit once the 3 launch spots are taken. 40 prompts, 5 engines, competitor share of voice, ranked fixes, delivered in 72 hours.
What is AI search visibility?
It's how often, and how accurately, AI answer engines like ChatGPT, Perplexity and Google AI Overviews name your product when a buyer asks for a recommendation in your category.
Can you guarantee ChatGPT will recommend us?
No. Nobody can honestly promise that. I measure where you stand, show you why, and give you a ranked list of fixes.
What's in the $49 Snapshot?
I run 10 buyer-intent prompts for your category across ChatGPT, Perplexity and Google AI Overviews, note who gets named and which sources get cited, scan your site's AI readiness (crawler access, llms.txt, schema, sitemap, crawlable text) and email you a PDF with your top 5 fixes within 48 hours. You enter your website at checkout.
Does the $49 count toward a full audit?
Yes. If you upgrade to the audit within 14 days, email me and I'll credit the $49.
What if the Snapshot is late?
If it isn't delivered within 48 hours, you get a full refund.
Do I need to get on a call?
No. Everything comes in writing. The full audit also includes a recorded walkthrough.
Do you need access to our site or analytics?
No. Audits use public information only. I'd only need access if you buy the done-for-you fixes and want them as a pull request.
Is this just SEO?
There's overlap, but AI engines lean on different signals: clear facts about who you are, structured data, and third-party pages they trust. That's what I focus on.
Find out what AI says about you.
$49, 48 hours, no call. Know where you stand before your competitors do.