Open data · CC-BY-4.0

Data & API

Everything on this site is available machine-readable — the live AI Hotel Landscape data feed and every research article. Free to use with attribution. No key, no signup.

The AI Hotel Landscape feed

Weekly snapshots of how 6 AI platforms (ChatGPT, Gemini, Perplexity, Copilot, Google AI Mode, Grok) recommend hotels across 56 destinations, from a 616-prompt corpus. Refreshed every Monday — the same data behind the live dashboard. Every endpoint returns JSON, or CSV with ?format=csv for spreadsheets.

Manifest

/api/landscape

Start here. Platforms (with status), the 56 destinations with slugs, every available snapshot week, the endpoint index, and the license terms — everything an agent needs to use the feed unaided.

Params:
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Top hotels

/api/landscape/hotels

The hotels each AI platform recommends most in a given week: rank, mention count, chain brand, website, and where its links point (direct / OTA / chain / other).

Params: platform · city · week · format=csv
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Brand leaderboard

/api/landscape/brands

Chain-brand league table per platform per week: total mentions and how many distinct hotels carry them.

Params: platform · week · format=csv
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Citation sources

/api/landscape/sources

Where each platform’s hotel citations come from — OTA, direct, chain, editorial, review, social, and more — with the top domains inside each category.

Params: platform · city · week · format=csv
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Chain vs independent

/api/landscape/resolution

How each platform’s recommendations split between chains, independents, and vacation rentals.

Params: platform · week · format=csv
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Every response carries the same envelope
{
  "schema_version": "1",
  "week_start": "2026-07-20",
  "license": "CC-BY-4.0 — https://creativecommons.org/licenses/by/4.0/",
  "attribution": "Nicolas Sitter — AI Hotel Landscape (nicolassitter.com)",
  "data": {
    "rows": [
      { "platform": "chatgpt", "rank": 1, "hotel_name": "…",
        "city": "Paris", "chain_brand": null, "mention_count": 12,
        "direct_links": 4, "ota_links": 6, "chain_links": 0, … }
    ]
  }
}

Quick start

# read the manifest (platforms, cities, weeks, endpoints)
curl -L https://nicolassitter.com/api/landscape

# top hotels ChatGPT recommends in Paris this week, as a spreadsheet
curl -L "https://nicolassitter.com/api/landscape/hotels?platform=chatgpt&city=paris&format=csv" -o hotels.csv

Terms of use

All data is published under CC-BY-4.0: use it in articles, research, products, or models — commercially or not — as long as you attribute it.

Nicolas Sitter — AI Hotel Landscape (nicolassitter.com)

Questions, higher-volume needs, or a dataset you wish existed? Get in touch.