What is entity recognition?
Entity recognition is the process by which an AI or natural language processing system identifies and classifies named real-world things within text or data. In the context of search, an entity is a specific, uniquely identifiable thing: a person, a place, an organisation, or a property.
For a hotel, entity recognition means an AI system can read “I stayed at the Hotel Schwarzwald in Freiburg” and understand that “Hotel Schwarzwald” refers to a specific, named accommodation property located in Freiburg, distinct from any other property with a similar name.
Why does entity recognition matter for hotel AI recommendations?
Entity recognition matters because an AI system has to recognise your hotel as a named entity before it can recommend it, which requires two things: a consistent identity and sufficient signal.
A consistent identity. Your property must appear with the same name, address, and description across the sources the AI was trained on or currently reads. If your hotel is “Schwarzwald Hotel” on your website, “Hotel am Wald” on Booking.com, and “H. Schwarzwald” on TripAdvisor, the AI may treat these as three separate entities, none of which has accumulated enough signal to trigger a recommendation.
Sufficient signal. An entity that appears in one source with one mention is a weak entity. An entity that appears consistently across many sources (your website, Google Business Profile, TripAdvisor, editorial coverage, OTA listings) with coherent descriptions is a strong entity that the AI can confidently name.
What’s the difference between entity recognition and entity salience?
Entity recognition is step one: does the AI know your hotel exists? Entity salience is step two: when the AI is generating a recommendation for “boutique hotels in [your city],” is your hotel salient enough to be named?
You can be recognised without being salient. A hotel with a complete entity profile but no editorial coverage will be recognised by AI but rarely recommended unprompted.
How do I improve my entity recognition?
Improve it mainly through consistency: one property name everywhere, Hotel schema markup, and matching details across every platform.
- Use one consistent property name across every platform
- Implement Hotel schema markup on your website
- Ensure your Google Business Profile, TripAdvisor, and OTA listings all use the same name and address format
- Add an llms.txt file at your domain root
See NAP consistency and hotel schema markup guide.