Why doesn't my hotel show up when I ask ChatGPT for places to stay?

Usually because the engine cannot find clear, consistent signals connecting your property to the destination, occasion or amenity being asked about. ChatGPT reads review platforms, travel guides and your own pages, and if those are thin or contradictory, a competitor gets named instead. An Exec Brief shows you exactly which prompts surface you and which do not.

Do travellers really book hotels through AI?

More are using AI to plan and shortlist, even when the final booking happens elsewhere. Conductor found that 37% of consumers now start their searches with AI rather than Google (Conductor, 2025). If the AI builds the shortlist and your property is not on it, you are out of the running before the traveller ever reaches a booking site.

Is this the same as managing our reviews?

Review management helps, but AI visibility is broader. The engine reads reviews alongside travel guides, destination content and your own pages, then forms a narrative about who your hotel suits. Good reviews with a mis-framed story still lose the right bookings. We measure the whole picture across all three dimensions, not just review scores.

Can you measure visibility for specific occasions like weddings or business stays?

Yes. We score each occasion separately, so you can see that you are Cited for family stays but a Whisper for weddings or conferences. That lets you invest in the segment with the best return rather than treating the property as a single undifferentiated listing. See /ai-visibility-score for how the banding works.

Which AI engines matter for hospitality?

We measure ChatGPT, Google AI Overviews and Perplexity. Google AI Overviews now appear on the majority of searches, so even travellers who never open ChatGPT are reading AI-generated answers about where to stay in your destination. We do not claim to measure five engines; these three are where the trip planning happens.

What does it cost and how do we start?

The Exec Brief is free. A full AI Visibility Strategy on an Annual, Bi-Annual or Quarterly cadence is bespoke priced, scaled to the occasions, locations and competitors you want tracked. Start with the free Exec Brief at /start, then decide whether the gap is worth a full programme.

AI visibility for hotels & hospitality

AI is recommending hotels every day. When a traveller asks ChatGPT to plan a weekend in Edinburgh or asks Perplexity for a quiet boutique hotel near a venue, a few properties get named and booked before any travel site is opened. Known & Cited measures where AI sends travellers, why some hotels appear, and how to make yours one of the recommendations.

Where AI sends travellers looking for a hotel

Travellers no longer start with a booking site filter. They describe the trip. "Where should I stay in the Cotswolds for a romantic weekend?" "A family hotel near Alton Towers with a pool?" "Best dog-friendly hotel in the Lake District under a sensible budget?" The engine answers with named properties and reasons, and the traveller takes that shortlist straight to booking.

Those recommendations are built from your own site, review platforms, travel guides, destination and "things to do" content, local press and listings. The engine is reading for fit: location, vibe, amenities, who the property suits. A hotel described in specific, queryable terms gets matched to specific queries. A site that says "luxury and relaxation await" matches nothing.

Hospitality is unusually review-driven, so third-party signals weigh heavily. A property with strong, consistent independent coverage will be recommended ahead of a grander hotel that has neglected how it is described online. Being a local favourite is not the same as being legible to an AI. See why AI visibility matters for the shift in how trips get planned.

What makes AI cite a hotel

Three dimensions decide whether your property is named, and Known & Cited scores each one.

AI Visibility. Are you surfaced for the destination, occasion and amenity questions travellers actually ask? A well-run hotel can be a Ghost in AI answers simply because nothing the engine reads connects it to "family-friendly", "near the station" or "good for a wedding".
Source Quality. AI weights recognised review platforms, established travel guides, destination authorities and your own clearly structured property pages. Thin listings and inconsistent details across sites pull your score down and can even feed the engine wrong information about you.
Narrative Fit. Does the AI describe the property you actually run, for the guest you actually want? A boutique hotel framed as "a budget option" or a conference venue described as "a quiet retreat" has a narrative problem that costs the right bookings.

Pinpointing which of the three is weakest stops you spending on photography or ads when the real issue is that the engine has the wrong story about who your hotel is for.

How Known & Cited measures AI visibility for hotels

We test your property across ChatGPT, Google AI Overviews and Perplexity, the three engines travellers now use to plan and shortlist. We build a hospitality-specific prompt set covering your destination, your occasions (romantic, family, business, events), your amenities and the comparison questions guests ask when choosing between properties.

Each answer is scored 0 to 100 and placed in one of five bands: Ghost (0 to 10), Whisper (11 to 30), Emerging (31 to 50), Cited (51 to 75) and Known and Cited (76 to 100). You see how you band per engine and per occasion, so a hotel that is Cited for business stays but a Whisper for weddings knows exactly where to focus.

The score runs on our 12-pillar framework, weighted across AI Visibility (40%), Source Quality (30%) and Narrative Fit (30%). The full approach, including how we build prompt sets and verify the citations behind a score, is on our methodology page, with a live example on see it in action.

What an AVS run looks like for a hotel or hospitality business

You begin with a free Exec Brief. We run a focused hospitality prompt set across the three engines, score where your property stands today, and show you the destination and occasion prompts where other hotels are being recommended and you are not. It is free and there is no obligation. Request one at start.

A full AI Visibility Strategy then runs on an Annual, Bi-Annual or Quarterly cadence. Hospitality is seasonal and competitive, so many properties choose a cadence that lets them check standing ahead of peak booking windows. Pricing is bespoke and scaled to how many occasions, locations and competitors you want tracked.

You receive the scored report, the exact prompts and citations behind it, a competitor view of how nearby properties are being recommended, and a prioritised list of what to change to climb the bands, from how your property pages are written to which review and guide sources are missing. Then we re-measure on your cadence. Be Known. Be Cited.

Frequently asked questions

Why doesn't my hotel show up when I ask ChatGPT for places to stay?: Usually because the engine cannot find clear, consistent signals connecting your property to the destination, occasion or amenity being asked about. ChatGPT reads review platforms, travel guides and your own pages, and if those are thin or contradictory, a competitor gets named instead. An Exec Brief shows you exactly which prompts surface you and which do not.
Do travellers really book hotels through AI?: More are using AI to plan and shortlist, even when the final booking happens elsewhere. Conductor found that 37% of consumers now start their searches with AI rather than Google (Conductor, 2025). If the AI builds the shortlist and your property is not on it, you are out of the running before the traveller ever reaches a booking site.
Is this the same as managing our reviews?: Review management helps, but AI visibility is broader. The engine reads reviews alongside travel guides, destination content and your own pages, then forms a narrative about who your hotel suits. Good reviews with a mis-framed story still lose the right bookings. We measure the whole picture across all three dimensions, not just review scores.
Can you measure visibility for specific occasions like weddings or business stays?: Yes. We score each occasion separately, so you can see that you are Cited for family stays but a Whisper for weddings or conferences. That lets you invest in the segment with the best return rather than treating the property as a single undifferentiated listing. See /ai-visibility-score for how the banding works.
Which AI engines matter for hospitality?: We measure ChatGPT, Google AI Overviews and Perplexity. Google AI Overviews now appear on the majority of searches, so even travellers who never open ChatGPT are reading AI-generated answers about where to stay in your destination. We do not claim to measure five engines; these three are where the trip planning happens.
What does it cost and how do we start?: The Exec Brief is free. A full AI Visibility Strategy on an Annual, Bi-Annual or Quarterly cadence is bespoke priced, scaled to the occasions, locations and competitors you want tracked. Start with the free Exec Brief at /start, then decide whether the gap is worth a full programme.

Find out where you stand, for free

Book an AVS Exec Brief: a real, one-off measurement of how ChatGPT, Google AI Overviews and Perplexity talk about your business right now. Same methodology as the full AI Visibility Strategy, delivered manually, free of charge. Annual, Bi-Annual and Quarterly cadences are bespoke priced.

Book your AVS Exec Brief →

Be Known. Be Cited.