Research

AI Search & Digital Experiments

Data-driven studies on how AI search, the web, and digital platforms work. Currently spanning hotel-industry studies and cross-industry AI-search methodology. All research is open and independently published.

Hotels

How AI models discover, rank, and recommend hotels.

May 2026

The ChatGPT Direct-Traffic Explosion for Hotels

May 7, 2026 — daily AI sessions to hotels jumped +62% overnight

+62% Daily lift17K+ Hotels43 Get 10%+ from AI
May 2026

The Schema.org Debate

Doesn't feed the LLM. Feeds what the LLM calls. Especially for hotels.

May 2026

How Mistral Searches Hotels

One Brave call. Snippet paraphrase. No place data.

May 2026

How Claude Searches Hotels

Default mode → Google Maps. Connectors on → curated OTA picker.

April 2026

ChatGPT Hotel Ads Are Live

CPC pivot, ads manager, $50K entry — Booking.com still leads at 43.5%

27% Ad Rate43.5% Booking.com9 Advertisers
April 2026

ChatGPT 5.3 Halved Its Hotel Sources

March 5, 2026 cutover — URLs/answer 24 → 12

140 Prompts24 → 12 URLs/answer132 → 61 Domain pool
April 2026

Hotel YouTube Channels — Activity Study 2026

Only 10.0% of hotels have YouTube; 43.7% are ghost accounts

10.0% Hotels w/ YT43.7% Ghost11.3% Active
April 2026

ChatGPT Hotel Index vs Live Web

83% of cited domains change between modes

400 Queries83% Domains Differ13 Zero Overlap
April 2026

How Dirty Is Google Maps Hotel Data?

17% of 179K listings fail quality checks

179K Listings17% Fail QA11 Countries
March 2026

ChatGPT Hotel Data Sources

Google fell from 100% to 70.3% in 90 days

100K Entities70.3% Google Share8.8x TA vs Google
March 2026

What Hotel Footers Reveal

Instagram in 40.8%, stale copyrights in 24%

98,423 Hotels40.8% Instagram9.9% Link OTAs
March 2026

Hotel llms.txt Adoption Study

Only 6.3% have a llms.txt file

105,002 Hotels6.3% Have llms.txt7 Countries
March 2026

Hotel robots.txt & AI Blocking Study

Only 3.3% block any AI crawler

105,002 Hotels3.3% Block AI7 Countries
March 2026

What Hotels Are Actually Called

A naming study of 121,425 hotels

121,425 Hotels8 Analyses7 Countries
March 2026

Hotel Schema.org Adoption Study

36.3% of hotels have no schema at all

121,425 Hotels7 Countries36.3% No Schema
February 2026

How Consistent Are AI Hotel Rankings?

Only 50.5% position stability across reruns

4,000 Queries50.5% Stability8 Cities
March 2026

Anatomy of a ChatGPT Hotel Search

12 systems, 7 providers, 424 A/B tests

12 Systems7 Providers424 A/B Tests
February 2026

Yelp in ChatGPT: Hotel Data Study

33% Yelp rate in US hotel queries

14 Destinations5 With Yelp33% Yelp Rate
February 2026

Google AI Mode: Where Do Hotel Clicks Go?

79% of clicks go to Google Business Profiles

4,000 Queries84K+ References79% GBP Clicks
January 2026

The AI Hotel Landscape 2026

How 6 AI Models Rank 12,500+ Hotels

1.2M+ Citations6 AI Models12,500+ Hotels
January 2026

Do French Hotels Blog?

49.3% have blogs, only 1 in 4 are active

15,155 Hotels49.3% Have Blogs25% Active

In Progress