Projects
AI Hotel Memory
What do AI models actually remember about hotels with the web turned off? Pick a place and a model below to see the hotels it names from memory — and whether it knows their real website (verified live). Toggle to the weakest model to watch the memory degrade.
Read the full studyModel
71%
named hotels with a working website
177
distinct hotels named (80 runs)
Mostly real, but a notable share of websites are fabricated.
| # | Hotel | Recalled | Website (verified live) |
|---|---|---|---|
| 1 | Hôtel Ritz Paris | 100% | ritzparis.com |
| 2 | Hôtel Plaza Athénée | 100% | dorchestercollection.com |
| 3 | Hôtel de Crillon | 100% | rosewoodhotels.com |
| 4 | Four Seasons Hotel George V | 100% | fourseasons.com |
| 5 | Shangri-La Paris | 100% | shangri-la.com |
| 6 | The Peninsula Paris | 100% | peninsula.com |
| 7 | Park Hyatt Paris-Vendôme | 100% | hyatt.com |
| 8 | Saint James Paris | 100% | saint-james-paris.com |
| 9 | Hôtel Lutetia | 100% | hotellutetia.com |
| 10 | Cheval Blanc Paris | 100% | chevalblanc.com |
| 11 | Hôtel Madame Rêve | 100% | madamereve.com |
| 12 | Le Bristol Paris | 99% | oetkercollection.com |
| 13 | Hôtel d'Aubusson | 98% | hoteldaubusson.com |
| 14 | Mandarin Oriental, Paris | 94% | mandarinoriental.com |
| 15 | Hôtel Costes | 88% | hotelcostes.com |
“Recalled” = share of 80 memory-only generations that named the hotel. A red, struck-through domain is a website the model returned that doesn’t resolve — a fabricated address for a (usually real) hotel.
Caught inventing the website
The signature failure: the model knows a famous hotel exists, then makes up a plausible-but-dead web address.
Le Bristol Paris
Paris · GPT-5.4-nano
bristolparis.com
oetkercollection.comreal
Hôtel Plaza Athénée
Paris · GPT-5.4-nano
plazaathenee-paris.com
dorchestercollection.comreal
The Ritz Paris
Paris · GPT-5.4-nano
theritzparis.com
ritzparis.comreal
Pod Times Square
New York · GPT-5.4-nano
pod-hotels.com
thepodhotel.comreal
Pilot data: 3 models, global chains + Paris/Dubai/London/New York, web search off, websites verified by DNS. Full methodology & findings →