October LLM Visibility Month

When guests ask AI where to eat, be the answer.

More and more people ask ChatGPT, Google Gemini or Claude where to eat. The AI answers with a handful of names. Our LLM Visibility pack makes sure it knows what’s on your menu — so when someone asks for your dish in your city, one of those names can be yours.

Free this October. Start your new website with us by October 31 and the LLM Visibility pack is included — normally $195.

Start your free website What’s in the pack
For the assistants guests already use: ChatGPTGoogle GeminiClaudePerplexity
AI assistant

Where can I get a really good cacio e pepe in Chicago?

Trattoria Nonna in West Loop has cacio e pepe on its dinner menu ($19). It’s open until 10 pm tonight, and you can book a table on its website.

Trattoria Nonna · Menu
This could be you

An illustration — Trattoria Nonna is made up.

How guests find restaurants now

A search shows a page of links. An AI names a handful of places.

They ask in whole sentences

Not “italian restaurant chicago”, but “where can I get a really good cacio e pepe near West Loop, open late on a Sunday?” The dish, the street, the hour — all in one question.

The answer is a shortlist

Instead of a page of links, the guest gets a few names and a reason for each. Make the shortlist and you are in the conversation. Miss it and you are not.

AI can only name what it can read

ChatGPT, Gemini and Claude answer from what they can find about you online: your website, your listings, what others write. Whatever isn’t there in words, they have to guess.

Same question, same restaurant

AI can’t recommend a dish it doesn’t know you serve.

Lots of restaurants still use an Instagram profile or a Linktree as their website. From that, an AI can tell what kind of place you are. It can’t tell whether you make the dish someone just asked for — so it guesses, or it names a place it can be sure about.

Before The website is an Instagram and a Linktree

Where can I get a really good cacio e pepe in Chicago?

Trattoria Nonna in West Loop is a popular Italian place, but I couldn’t find its menu, so I can’t say whether it serves cacio e pepe. Pasta Rosa has it on its menu ($18) — that’s the safer bet.

What the AI can tell

  • Its name
  • That it’s Italian
  • Roughly where it is
  • Whether it makes cacio e pepe — unknown, it has to guess
  • What a plate costs — unknown, it has to guess
  • When the kitchen closes — unknown, it has to guess
  • If there’s a vegetarian option — unknown, it has to guess
After A website with the LLM Visibility pack

Where can I get a really good cacio e pepe in Chicago?

Trattoria Nonna in West Loop has cacio e pepe on its dinner menu ($19). It’s open until 10 pm tonight, and you can book a table on its website.

What the AI can tell

  • An Italian trattoria in West Loop
  • Cacio e pepe, $19, on the dinner menu
  • Every other dish, with its price
  • Open until 10 pm tonight
  • Vegetarian dishes, marked
  • Where to book a table

Illustrations — both restaurants are made up. The question isn’t.

What’s in the LLM Visibility pack

Everything an AI needs to name you.

One-time, built into your new site before it launches, from the menu, hours and details you give us. No code, nothing for you to install.

  1. 1 Part 1

    Entity & FAQ pages AI can cite

    A page that says, in plain sentences, who you are, what you serve, where and when — and answers what guests ask before they come: vegetarian options, big groups, kids, parking. Written to be quoted by an AI, not just skimmed.
  2. 2 Part 2

    llms.txt and enhanced structured data

    Your dishes, prices, hours and address in the formats machines read: schema.org markup — the vocabulary search engines share — for the restaurant, the menu and the dishes on it, plus an llms.txt, the plain-text summary proposed as a standard for language models.
  3. 3 Part 3

    Consistent listings audit

    AI cross-checks. If Google says you close at ten and a listing site says eleven, it hedges. We check your name, address, hours and menu wherever guests look you up, and list every mismatch to fix.

What the AI reads

trattorianonna.example/llms.txt

# Trattoria Nonna
> Roman trattoria in West Loop, Chicago.
> Dinner Tuesday to Sunday, 5 to 10 pm.

## Menu
- Cacio e pepe: $19
- Carbonara: $21
- Saltimbocca alla romana: $29

schema.org, on the menu page

{
  "@type": "MenuItem",
  "name": "Cacio e pepe",
  "description": "Tonnarelli, pecorino, black pepper",
  "offers": {
    "price": "19",
    "priceCurrency": "USD"
  }
}

The same facts your guests read on the page, written out for machines.

What we can promise — and what nobody can

The assistants decide for themselves who to recommend, and anyone who guarantees you a spot in ChatGPT’s answers is guessing. What we can promise is the part that is in your hands: every assistant that looks you up finds what you serve, what it costs, where you are and when you’re open, in words and formats it can read. That makes you a much easier restaurant to recommend — and so a more likely one to be named.

LLM Visibility Month · October 2026

The LLM Visibility pack, free with every new site.

  • Added to your order automatically — no code
  • One-time, never a subscription
  • Built in before your site launches
  • Start your website by October 31

$195

$0

in October

Start your free website

For new restaurant websites started between October 1 and October 31, 2026. The build is free as always; Concierge Hosting is $89/month, cancel any month.

Questions

What restaurant owners ask us about AI.

What is LLM visibility?
How easily AI assistants — ChatGPT, Google Gemini, Claude, Perplexity — can find your restaurant, understand what you serve and recommend you when someone asks where to eat. Think of it as SEO for the questions people now ask an assistant instead of a search box.
Which AI assistants does it help with?
Any assistant that reads the web to answer: ChatGPT, Google Gemini and Google’s AI Overviews, Claude, Perplexity, Microsoft Copilot. They don’t share one database, which is why the pack works on the source they all read — your own website, and the listings that describe you.
Can you guarantee ChatGPT will recommend us?
No — and be wary of anyone who says they can. The assistants decide for themselves. What we make sure of is that when one looks you up, it finds the facts instead of having to guess: what you serve, what it costs, where you are and when you’re open. That makes you a much easier restaurant to recommend.
We post on Instagram every day. Isn’t that enough?
Keep posting — it’s great for the people who already follow you. But much of Instagram sits behind a login, a menu posted as a photo isn’t text an assistant can search or quote, and stories are gone after a day. A website gives every assistant a permanent, readable source for the same facts.
Is the pack really free in October?
Yes. Start a new website with us between October 1 and October 31, 2026 and the LLM Visibility pack — normally $195 — is on your order at no charge. It’s added at checkout automatically; there’s no code to enter. The build is free as always, and you pay only for Concierge Hosting, $89/month.
I’m already a RestaurantFront client. Does the offer apply?
The October offer is for new websites. If your site is already live with us, we can add the LLM Visibility pack for $195 — just email thomasderix@restaurantfront.com.
What happens after October?
Nothing changes for you: the pack is a one-time build, not a subscription, so it stays on your site. For new websites the pack goes back to $195 on November 1.
Do I need to do anything?
No. We build it from what you already give us for your site — the menu, your hours, your address — at the same time as the site itself, and ask you for anything else we need. It is there on launch day.
5 days ⚡ $0 build

Be the restaurant AI recommends.

Free custom build. Live in 5 days. And until October 31, the LLM Visibility pack is on us.

Start your free website See pricing

No setup fee. No design fee. Cancel hosting anytime.