This insight summarises A hotel question is the expensive kind for an AI to answer by Markus Busch, published on Hospitality Net in September 2026.
AI web searches aren't free — and hotel queries are especially expensive. Every AI assistant pays per web search, and hotel comparisons are the search-heaviest queries a consumer routinely asks. Developers cap how many searches an assistant can run before answering, which quietly determines which properties ever get considered.
The economics behind the invisible ceiling.
- Web searches cost roughly $0.01 per query for the major AI providers (Anthropic, OpenAI).
- A simple question uses 1–3 searches; comparative hotel research needs 10+.
- Developers set search caps before the user asks, and they don't publish the numbers.
- Google and Microsoft have closed the affordable web-indexing paths that AI developers used to rely on, tightening the budget further.
Who this quietly favours. If the assistant has to answer within a tight search budget, it leans on properties already in its training data — which skews toward large chains, OTAs, and hotels with heavy editorial coverage. Independent hotels that depend on the assistant searching to find them lose before the query even runs.
How to stay inside the search budget:
- Answer complete questions in one location. Dates, rates, amenities, distance, fees — all on a single machine-readable page reduces the number of searches needed to cite you.
- Publish comprehensive, structured data on your own domain and on the third-party sources AI systems already index (OTAs, TripAdvisor, Google Business, Wikidata).
- Reduce the "cost" of being cited. The lower the number of searches required to answer confidently about your hotel, the more likely you land inside the cap.
- Recognise that ranking isn't the same as inclusion. You don't need to be first — you need to be reachable within the search budget the developer set.
The economics of AI search structurally disadvantage independents. The counter isn't more content; it's more answerable content.