How the AI-visibility audit works
Cited checks whether AI assistants recommend your home-services business when a customer asks — and hands you the fix list to get there. This page is the whole method, in the open: the exact questions we run, the engines we sample, what you get back, and what the check can and can’t tell you. An audit you can’t inspect isn’t worth trusting.
Nothing here is a black box or a scraped shortcut. We use live, permitted research methods, show you every question asked, and never invent a result. If a claim on this page isn’t something you could verify yourself, it doesn’t belong here.
How a Cited audit runs
- We ask your customers’ real buying-intent questions. Not invented keywords — the actual questions a homeowner types, like "who are the best HVAC companies in my city?", "which plumber should I call when a pipe bursts?", and "recommend a trustworthy, well-reviewed roofer near me". The same question set runs for every business in a trade, so one shop’s result is comparable to another’s.
- We research every question with live AI web search. During early access each audit is researched by a real AI analyst — Anthropic’s Claude with live web search — asking those questions the way a customer’s assistant would and recording which businesses get named. And you don’t have to take our word for it: every audit includes one-click links that open your exact questions in ChatGPT and Perplexity, so you can watch a live answer yourself. No scraping, ever — that’s what keeps the method clean enough to publish.
- We check where you land in each answer. For every question and engine we mark you cited (named with a link back to your site), mentioned (named, no link), or absent — and we capture which competitors get named instead, so you see who’s winning the recommendation you want.
- We turn it into a prioritized fix list. The report leads with the fixes that move you up fastest — a complete Google Business Profile, recent reviews, clear service-area pages, consistent listings, on-site FAQ. The same work wins you Google and the local map pack, so it pays off even where AI referral is still small.
Which AI engines we check — and which we deliberately don’t
- ChatGPT web search — checked via one-click self-run links. Every audit hands you ready-made links that open ChatGPT with your exact questions, so you see its live answer for your business — the same retrieval a customer gets. ChatGPT corroborates across sources it retrieves, so a complete, consistent web presence is what earns the mention. Continuous sampling through the official OpenAI API is on our roadmap, and we’ll say plainly when it’s live.
- Perplexity — checked via one-click self-run links. Perplexity is citation-first: it answers with linked sources, which makes it the clearest read on whether you’re cited with a link or only mentioned. Your audit includes self-run links for it too; official Sonar-API sampling is on the roadmap, and we’ll say plainly when it’s live.
- Claude with live web search — how your written report is researched. The published report itself is researched by Claude (Anthropic) with live web search — a real AI assistant answering your customers’ questions against the open web, plus a hands-on review of your site, reviews, and listings. It’s a directional read on how answer engines see you, stated as exactly that.
- Google AI Overviews — deliberately excluded. Google publishes no API for AI Overviews, and scraping them violates Google’s terms (an area under active litigation). We won’t build the product on a method we’d have to hide, so we don’t claim to measure Overviews. Our per-engine guide explains how the same fixes still influence them.
- Gemini grounding — deliberately excluded. Gemini’s grounded-answer terms forbid caching, analyzing, or reselling its results — which is exactly what an audit would do. So we leave it out rather than break the terms. If we can’t measure something cleanly, we say so instead of faking it.
- Sampled, not exhaustive. AI answers are non-deterministic — ask the same question twice and the names can change with phrasing, location, and the day. We sample and report a directional signal, never a guaranteed ranking. That’s exactly why the deliverable is a fix list, not a single scoreboard number.
What your report tells you
- Presence score. The share of the real buying-intent questions where an assistant named your business at all — your at-a-glance AI visibility.
- Who gets recommended instead. The competitors the assistants name for your city and trade, ranked by how often they come up — your AI share of voice.
- Cited with a link, or just mentioned. Whether an answer points back to your own site (a linked citation) or only says your name — the difference between a lead and a missed one.
- Your prioritized fix list. The specific, plain-English fixes that will move you up fastest — the same work that wins you Google and your Google Business Profile.
What this audit is not
- Not a guarantee you’ll be recommended. A clean report means you’re well positioned, not that an assistant will always name you. Answers vary by wording, location, and timing — being recommendable is what you can control, and what we measure.
- Not a live traffic number. We measure whether you’re recommendable, not how many customers arrive from AI. AI-referral volume to local businesses is still small today and we won’t pretend otherwise — the near-term payoff is that the same fixes win Google now, with a head start on AI as its usage grows.
- Not scraped or reverse-engineered. We never scrape Google AI Overviews or perplexity.ai, and never read data a service’s terms forbid. Everything we report comes from live, documented research — and the self-run links mean you can check it yourself.
- Not a data-harvesting funnel. Running an audit takes your business name, city and trade — the three things needed to research it — and nothing else. We don’t ask for an email address, because your report is published at a link we hand you on the spot rather than mailed to you. No account, no card, no mailing list, and we don’t resell your details.
Asking an AI assistant to set up your audit
If you got here by asking ChatGPT or Claude whether AI recommends your business, the assistant read this page on your behalf — and you can skip the typing entirely. The audit form accepts the request as a link, so an assistant can fill in everything it already knows about your business and hand it over with nothing left for you to type: open it and press the button. We do not ask for an email, so there is no field it cannot fill for you.
https://iscited.com/?business=BUSINESS+NAME&city=CITY%2C+ST&trade=TRADE
- business. Your business name, as you would write it.
- city. The city you serve, e.g. Austin, TX.
- trade. One of hvac, plumbing, roofing, electrical — anything else is ignored rather than guessed at.
Every field is optional, and a link that carries only your trade still saves you a step. Your business name and city fill in inside your own browser and are never sent to us unless you submit the form. We do count that someone arrived on a prefilled link, with the trade and the page — never the business name, never the city, and no cookie or identifier of any kind. That count is the only way we can tell whether assistants actually send people here, which is the question this whole site is trying to answer about itself.
Run your free audit
See whether AI assistants recommend your business — free, no account, no email. Three fields, and you get a personal link where your full report is published within 1–2 business days.
Check it yourself, right now
These are three questions we put to an AI assistant ourselves, in three real markets. Open one and read today’s answer — nothing is sent to us, and we cannot edit a word of what it says — then open ours and see what the same question returned on the date we ran it. The two will not match exactly: AI answers are sampled, which is why every page we publish carries its date rather than claiming to be a live ranking.
- “Who are the best electricians in Philadelphia, PA?” Run in ChatGPT Run in Perplexity Then compare: on August 20, 2026 two independently-worded live-web-search passes named these 6 Philadelphia, PA electricians
- “Who are the best plumbers in Knoxville, TN?” Run in ChatGPT Run in Perplexity Then compare: on August 19, 2026 two independently-worded live-web-search passes named these 6 Knoxville, TN plumbers
- “Who are the best HVAC companies in Atlanta, GA?” Run in ChatGPT Run in Perplexity Then compare: on August 12, 2026 two independently-worded live-web-search passes named these 6 Atlanta, GA HVAC companies
Frequently asked questions
Which AI assistants does Cited actually check?
Your report is researched with live AI web search (Claude, by Anthropic), and every audit includes one-click self-run links so you can watch ChatGPT and Perplexity answer your exact questions yourself. We deliberately exclude Google AI Overviews and Gemini — measuring either would mean scraping or breaking a terms of service, and we won’t build on a method we’d have to hide.
Why don’t you check Google AI Overviews?
There’s no public API for AI Overviews, and scraping Google’s results violates its terms (an area under active litigation). Rather than fake a measurement we can’t take cleanly, we leave Overviews out and are upfront about it. The good news: the same fixes that get you named by ChatGPT and Perplexity — a complete Google Business Profile, reviews, clear pages — are what influence Overviews too, so the work isn’t wasted.
Are the results exact or guaranteed?
No. AI answers are sampled and non-deterministic — ask twice and the names can change. We report a directional signal and a prioritized fix list, never a guaranteed ranking. That honesty is the point: anyone selling you a fixed "AI rank" is overselling.
Do you ever make up any of the results?
Never. If an engine doesn’t name your business, we report it as absent. The scoring is deterministic — the same answers always produce the same report — and we show you the exact questions asked and which engines gave them, so nothing is invented from thin air.
How long does an audit take, and what do you do with my details?
It’s early access, so every report is individually researched and published at your personal link within 1–2 business days — no account, no sales call. We keep only your business name, city and trade, which is what it takes to research the audit. We don’t ask for an email and we send none: the link you get on submitting is the whole delivery, so save it. We don’t resell your details.