Methodology

How AI See You measures.

How AI See You measures.

This page explains the definitions and principles behind AI See You measurement. It is a reference, not a sales pitch.

This page explains the definitions and principles behind AI See You measurement. It is a reference, not a sales pitch.

Recommendation market

Recommendation market

A commercial traveller intent within a destination, such as luxury escapes in Sydney, conference stays in Singapore or family holidays in Queenstown. Each recommendation market has its own competitors, patterns and winners and losers.

A commercial traveller intent within a destination, such as luxury escapes in Sydney, conference stays in Singapore or family holidays in Queenstown. Each recommendation market has its own competitors, patterns and winners and losers.

Traveller intent

Traveller intent

The traveller need or decision lens being measured within a destination, such as luxury, family, business, budget, boutique, romantic or wellness. Traveller intent is what changes a hotel’s competitive landscape.

The traveller need or decision lens being measured within a destination, such as luxury, family, business, budget, boutique, romantic or wellness. Traveller intent is what changes a hotel’s competitive landscape.

Competitive set

Competitive set

The group of properties AI See You measures as competing with a hotel for a given recommendation market. A competitive set is derived from measurement, from which properties AI consistently recommends against the hotel for that traveller, and may be confirmed or amended by the customer. It is never a static list chosen once and reused for every question.

The group of properties AI See You measures as competing with a hotel for a given recommendation market. A competitive set is derived from measurement, from which properties AI consistently recommends against the hotel for that traveller, and may be confirmed or amended by the customer. It is never a static list chosen once and reused for every question.

Pulse

Pulse

A certified monthly measurement of a market. Original evidence is retained; governed corrections are traceable and disclosed. September readings cover seven AI surfaces. Movement requires comparable measurement cells and surfaces, rather than a direct comparison of different panels.

A certified monthly measurement of a market. Original evidence is retained; governed corrections are traceable and disclosed. September readings cover seven AI surfaces. Movement requires comparable measurement cells and surfaces, rather than a direct comparison of different panels.

Recommendations, not mentions

A hotel appearing in an AI response is not automatically a recommendation. AI See You distinguishes genuine recommendations from other appearances, including negative inclusions and contextual references, before that behaviour becomes intelligence. Our measurement system validates what counts before it is reported.

A hotel appearing in an AI response is not automatically a recommendation. AI See You distinguishes genuine recommendations from other appearances, including negative inclusions and contextual references, before that behaviour becomes intelligence. Our measurement system validates what counts before it is reported.

Evidence and credibility

Every recorded recommendation can be traced to its captured AI response. Evidence Intelligence investigates external citations where supplied, by traveller, recommendation market and destination. Source references without a resolved domain remain marked unresolved. Customers and non-customers are measured on the same basis.

Every recorded recommendation can be traced to its captured AI response. Evidence Intelligence investigates external citations where supplied, by traveller, recommendation market and destination. Source references without a resolved domain remain marked unresolved. Customers and non-customers are measured on the same basis.

AI See You

AI See You is an independent measurement platform. It measures every property in a destination, whether or not it is a customer, and does not measure customers differently from non-customers.

AI See You is an independent measurement platform. It measures every property in a destination, whether or not it is a customer, and does not measure customers differently from non-customers.

AI See You. The AI Recommendation Intelligence Platform for Travel.