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WorkspaceVisibility Lab

Measure how AI represents your hotel

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The problem

Discovery is moving into AI. The answers keep moving too

48%

of travelers say AI saves them time and helps them discover places they would not have found otherwise.

Expedia Group / YouGov, 2026

AI answers vary from one run to the next, so a single response is a snapshot, not a measurement.

Features

How Visibility Lab measures what matters

Choose the traveler questions that matter

Ground experiments in your commercial strategy and the needs guests already tell you about, not a generic keyword list.

Choose the traveler questions that matter
Group experiments around one commercial target

Group experiments around one commercial target

A Group represents the demand you care about; the Experiments inside it are the traveler questions that express it.

Measure repeatedly across AI platforms

Each experiment runs multiple times across ChatGPT, Perplexity, Gemini, and Claude, because a single answer is a snapshot, not a measurement.

Measure repeatedly across AI platforms
Benchmark against a declared comparison set

Benchmark against a declared comparison set

Visibility is measured against the competitors you actually compete with, not an implied and shifting universe.

See who is shaping the answer

See where your site appears, which publishers and platforms influence AI answers, and where your team needs stronger presence.

See who is shaping the answer

See how your hotel shows up in AI

Why the measurement holds up

Know what moved. Know what it means

One question, asked everywhere
“Quiet adults-only hotels in Lanzarote”
ChatGPT Named second of six — “adults-only, quiet, sea-view rooms”
Perplexity Not named
Gemini Named — but described as a family resort
Claude Not named

Visibility is representation

Sources behind 40 answers
Your site — rooms & policies cited 31×
Review platform listing cited 24×
Regional travel guide cited 9×
Weighting unknown No engine publishes how much a source counted.

Sources are evidence, not causation

58% AI visibility
True only of this set
Questions 40 traveler questions
AI systems ChatGPT, Perplexity, Gemini, Claude
Comparison set Six declared competitors
Period Last 30 days

Every result has a declared context

See where your hotel stands in AI discovery

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