FAQ and comparison pages
Outlines for the exact questions buyers ask, plus comparison pages that open with a verdict. Balanced pages get quoted. A page that only praises you usually doesn’t.
When buyers ask for the best product in a category, these tools name only a handful of brands. The AI Visibility Audit shows whether yours is one of them, and what to fix if it isn’t.
Nobody can guarantee a ranking in an AI answer. This audit doesn’t promise one.
One read of your category. The evidence, then the pages and listings worth fixing first.
An anonymized sample. A privacy analytics tool, checked in ChatGPT on October 14, 2026. The company did not commission it. Five buyer questions, in temporary chats.
The top competitor was ChatGPT’s #1 pick on every question.
The tool never came up on the two broadest “best of” questions.
ChatGPT mostly cited brands’ own pricing, policy, and comparison pages.
| Question asked | Where the tool showed up |
|---|---|
| Best option in the category for a small site | Not mentioned |
| Best compliant tool in the category | Not mentioned |
| Best privacy-friendly option without cookies | 3rd of 4 |
| Head-to-head with the two better-known tools | 3rd of 3 |
| Simplest option for a blog or personal site | 2nd of 2 |
You don’t get a list of tactics to go research. You get outlines and markup you can publish, and a short list of profiles worth claiming first.
Outlines for the exact questions buyers ask, plus comparison pages that open with a verdict. Balanced pages get quoted. A page that only praises you usually doesn’t.
JSON-LD for the product and for the FAQ, ready to paste. Ratings are included only when they match reviews already on the page.
A prioritized list of directories, review sites, and other profiles to claim or complete, starting with the sources the answers already cite.
The questions, the scorecard, the source map, the drafted fixes, and a 30-day plan. PDF within 3 business days.
Get your audit for $99We re-run your questions every month and send a trend report: what moved, the new sources being cited, and the next fixes to make. Cancel anytime.
Re-check for $49/monthA one-time PDF within 3 business days. It includes 8–10 real buyer questions for your category, run through the AI engines and checked against the web sources they cite. You also get a visibility scorecard, a source map of the listicles, directories, review sites, and Reddit threads those answers draw from, drafted FAQ and comparison page outlines, JSON-LD schema markup, a prioritized list of listings to claim, and a 30-day action plan.
Reply with your website and 2–3 main competitors. If something’s unclear before you buy, write hello@brandonhuston.com.
The audit is built around the engines buyers use when they ask for a recommendation: ChatGPT, Perplexity, Gemini, and Claude. Each report says plainly which engines were tested and on what date, limited to the engines we can access when your audit runs.
No. Nobody can guarantee rankings or placement in AI answers, and this audit doesn’t promise them. You get the evidence and the fixes that make inclusion more likely.
Each month the same questions are run again. You get a trend report: what moved, the new sources being cited, and the next fixes to make. Cancel anytime. Subscribe for $49/month.
Companies with a public product that buyers might ask an AI to recommend: software, services, and specialty products with a few real competitors. If you don’t have a site and a category yet, there isn’t much for the audit to read.
That’s enough to start. Questions before you buy go to hello@brandonhuston.com.