When AI search took off, a category appeared almost overnight. Dozens of tools now promise "AI visibility," "GEO," or "answer-engine optimization," and from the outside the labels are interchangeable. They are not. Underneath, four very different kinds of product are competing — and a hotel has a specific job that most of them weren't built for. Here's how to read the field, fairly, and what to actually grade a tool on.

The four archetypes

1. Horizontal AI brand-visibility tools

Built to track how AI assistants talk about any brand — a software company, a CPG product, a bank. They're good at the broad question: "is the model mentioning us, and is the sentiment positive?" The gap for hotels is structural. A hotel is a local, perishable-inventory, intent-driven business. These tools have no native concept of a comp set in a specific city, a neighborhood, a rate band, a traveler persona, or a booking path. They flatten exactly the dimensions a hotel competes on. Useful if you sell SaaS; blunt if you sell rooms.

2. Single-engine spot-checkers

The free or near-free "see what ChatGPT says about you" tools. They're a perfectly good first look, and we'd never tell you not to peek. But one engine, one sample, no trend, and no personas runs straight into the problem that a single answer from a non-deterministic model tells you very little — the noise we cover in why your score moves. Your guests also use Perplexity and Google AI, and a checker that can't see them can't tell you where you really stand.

3. Generic SEO / GEO suites with an "AI" module

The established search-marketing platforms have bolted AI tracking onto tools you may already use. The convenience is real. The mismatch is that they were built for web rankings and keyword positions, not for how a generative model picks two or three hotels out of a paragraph of prose. They tend to think in links and keywords, and they carry little hospitality context — no notion of an occasion, a landmark, or a persona.

4. OTA-built AI trip planners

The OTAs have shipped their own conversational planners, and they have a genuine advantage: real inventory and a working booking flow. The catch is whose interests they serve. An OTA's assistant optimizes the OTA's economics and defaults — being "visible" inside it still pays the OTA's commission and still cedes the guest relationship. We unpack that play in OTAs are launching AI assistants. It's a distribution channel, not a measurement tool — and not a neutral one.

The five questions to grade any tool on

Strip away the labels and judge the field on what a hotel actually needs:

  • 1. Is it built for hotels? Does it understand property types, a comp set in your market, rate bands, neighborhoods, and the landmarks travelers anchor on — or is a hotel just another "brand" to it?
  • 2. Is it multi-engine? Does it track where your guests actually ask — ChatGPT, Perplexity, Google AI, and more — or only the one engine that's easiest to query?
  • 3. Is it persona- and intent-aware? Can it tell you that you win with couples and lose with families, or that you're strong on "anniversary" and invisible on "near the airport"?
  • 4. Does it measure the booking path? When the AI recommends you, does the tool check whether the booking goes to your own site or to an OTA — or does it stop at "you were mentioned"?
  • 5. Does it help you act — and close the loop? Does it connect measurement to optimization to an actual direct booking, or does it hand you a chart and wish you luck?

The ladder most tools stop short of

It helps to see AI integration as three rungs:

  • Tier 1 — Visibility. The AI mentions and recommends you. This is where most AI-visibility tools end.
  • Tier 2 — Links. The AI sends a link — often to an OTA. This is where most "hotel AI" plugins end.
  • Tier 3 — Transaction. The AI completes the booking with you, directly, inside the conversation, at 0% commission.

Measuring Tier 1 is necessary. But a hotel's actual goal lives at Tier 3 — and a measurement that never connects to the booking is a thermometer with no thermostat. Sigtrip is built across all three: it measures visibility the way a hotel needs (multi-engine, persona-aware, comp-set-aware, booking-path-aware), turns that into the levers in how to improve your visibility, and closes the loop with direct, commission-free booking inside the AI conversation.

An honest word about the alternatives

If all you want is to watch how AIs describe your brand across the web, a horizontal monitoring tool does that, and a free single-engine checker is a fine way to take a first look. There's no shame in either. But a hotel's job is heads in beds, direct — and that's a different instrument. The right question isn't "which tool tracks AI?" It's "which tool is built to turn an AI recommendation into a booking I keep?"

Defining the category correctly

The category isn't "AI brand monitoring." For a hotel, it's AI visibility that ends in a direct booking — hospitality-specific measurement, multi-engine and persona-aware, tied to the booking path, and connected to the work that actually moves it. Graded on those terms, most tools are solving a neighboring problem. Sigtrip is built for this one.

See where you stand on the questions that matter: run a free scan, or compare plans.