Does my website matter at all for AI search?

Yes, but for a different job than most people think. Your site needs to be crawlable, clearly state who you are and where you operate, and convert the visitors who arrive. It is rarely the page an AI cites when recommending you; the citation comes from third-party sources.

How do I find which pages the AI cites for my business?

Ask the engines the real questions your customers would ask, and look at the sources they list under the answer. Those cited pages are your target list.

It overlaps, but the goal is different. Classic SEO earns a ranking in Google's links; this earns a mention inside the AI-generated answer that increasingly sits above them. The cited surface, and the work to get there, is more off-site than traditional SEO.

Home/Blog/What AI cites for private chefs

Ambit Research

What AI cites when you ask for a private chef in Nashville

We asked the AI assistants diners actually use the questions they ask when hiring a private chef, and recorded every chef named and every source cited.

By ambit·Published September 26, 2026·5 min read

The short answer: AI assistants spread their recommendations wide and back them with sources. Across 71 answers, they named 78 different private chefs in Nashville, and 69 of the 71 answers cited where the information came from. Booking marketplaces were cited in 42% of answers, Google's business listings in 34%, and the best-known chefs' own websites carried real weight too: the most-cited chef website appeared in 30%. The chefs named most often were strong in all three places.

What we did

We took eight questions a real diner asks, such as "best private chef in Nashville", "private chef for a birthday party in Nashville" and "affordable private chef in Nashville", and put each one to ChatGPT, Gemini and Google's AI Mode, the consumer apps, with web search on, as a person in Nashville would. We asked every question three times on each engine, because the same question can get a different answer a minute later. That gave us 71 usable answers on September 24, 2026. For each one we recorded every business named and every source cited.

How spread out the answers are

The engines named 78 different businesses across the 71 answers. The most-named chef appeared in 55% of answers, and the next four in 30% to 39% each. Everyone else appeared less often, many only once.

different private chefs named across 71 AI answers to eight diner questions in one city. A single answer, or a single screenshot, shows only a small, partly random slice of that.

That is why we measure share of voice, the share of many answers that name a business, instead of asking once and taking a screenshot. One answer can show a chef in or out by chance. The share across dozens of answers is stable enough to act on and to track week to week.

What the engines cited

Source	Type	Share of answers citing it
Google (Maps and Business Profiles)	Business listings	34%
The most-cited chef's own website	Chef website	30%
Cozymeal	Marketplace	21%
Take a Chef	Marketplace	18%
Thumbtack	Marketplace	17%
platesfull	Curated marketplace	11%
Any booking marketplace	Marketplace	42%

Two things stand out. First, marketplaces are a major input: more than four in ten answers leaned on at least one of them, so a chef with a thin or missing marketplace profile is missing from a large part of what the engines read. Second, chefs' own websites are cited far more than many people assume, but not evenly: the three most-cited chef websites appeared in 30%, 18% and 13% of answers, and most chef sites were cited rarely or never. Engines can only quote what a page says in text, so a site that states services, menus, dietary needs, price range and service area gives them more to use.

What this means for a private chef

Be complete on the marketplaces the engines cite. Photos, sample menus with price bands, your service area and fast replies. A half-finished profile is a missed citation.
Keep a Google Business Profile with the same name, phone number and service area as your website.
Make your own site answer the questions diners ask, in text near the top of the page: what you cook, for how many, where, and roughly what it costs. Design helps you book the visitor; words are what the engine reads.
Measure share of voice over time rather than checking once. The number moves slowly and the answers are noisy, so you need repeated samples to see a real change.

Common questions

Do AI assistants read a private chef's website?

Yes. In our Nashville sample the three most-cited chef websites appeared in 30%, 18% and 13% of answers, while most chef sites were cited rarely. Engines can only quote what a page says in text, so state your menus, prices and service area plainly.

Which platforms do AI assistants cite for private chefs?

In our Nashville sample: Google's business listings (34% of answers), Cozymeal (21%), Take a Chef (18%), Thumbtack (17%) and platesfull (11%). Any booking marketplace appeared in 42% of answers. The mix varies by city, so check your own market.

Why do I show up in one ChatGPT answer but not the next?

AI answers vary from one ask to the next. Across 71 answers the engines named 78 different chefs, so any single answer is a partial sample. Share of voice across many answers is the reliable measure.

Want these numbers for your city?

We run the same measurement for your category and city and show you where you stand and which sources get cited. Free, no obligation.

Get my free audit

Method note: eight buyer questions about private chefs in Nashville, TN, each asked three times on ChatGPT, Gemini and Google AI Mode (consumer surfaces with web search, via DataForSEO), September 24, 2026; 71 usable answers, 69 with cited sources. Businesses named were extracted from each answer; a source counts once per answer. Individual chefs are not named here. AI answers vary by time and location; treat these as a snapshot of one city and week. Related: our first, smaller probe.