Still in beta. Spot something off or have ideas? Send me your feedback — DM on LinkedIn or email. Bugs forward 🙏
Weekly until 19 Oct 2026, monthly from November 2026November 2026 edition
AI Hotel Landscape
How leading AI assistants recommend hotels: 616 prompts across 56 destinations, a monthly edition checked before it is published.
Data is directional. Some prompts retry due to upstream variance, so absolute counts can shift ±5% between editions.
Mandapa, a Ritz-Carlton Reserve
How 6 AI assistants recommend this property. Week of November 2, 2026. Tracked for 26 weeks.
Latest edition
3
mentions across 6 AIs
Peak
16
best week
Mentioning AIs
2/6
latest edition
Total links
156
all time
Location
Jl. Raya Kedewatan, Kedewatan, Kecamatan Ubud, Kabupaten Gianyar, Bali 80571, Indonesia
PROMPTS
Where this hotel showed up
Each prompt below resolved to Mandapa, a Ritz-Carlton Reserve at least once. The "reason" is the AI's own one-line explanation when it returned the hotel in structured form.
“luxury hotels in Bali”Bali, US6 of 6 AIs24 weeks76 quotes
“luxury hotels in Bali”
Bali, US6 of 6 AIs24 weeks76 quotes
Google AI Mode · 11-02
“An exclusive riverside sanctuary offering bespoke butler service and refined luxury amidst pristine Balinese rice paddies.”
Gemini · 10-19
“A secluded, deeply tranquil sanctuary nestled along the Ayung River surrounded by lush Ubud rainforests and rice paddies.”
ChatGPT · 10-12
“An exclusive riverside retreat with private pool villas, butler service and jungle views, matching the luxury request.”
Copilot · 10-05
“Upscale riverside resort with luxurious villas and a serene bamboo restaurant.”
Google AI Mode · 10-05
“Tucked away along the Ayung River in Ubud, this secluded tropical haven offers personalized butler service amidst pristine rainforests and rice paddies.”
ChatGPT · 09-14
“A refined Ubud retreat focused on Balinese culture, wellness, and a tranquil riverside atmosphere.”
“best hotels in Bali for couples”Bali, US5 of 6 AIs16 weeks27 quotes
“best hotels in Bali for couples”
Bali, US5 of 6 AIs16 weeks27 quotes
ChatGPT · 11-02
“Provides a riverside setting, private pool villas, butler service and romantic private dining for couples wanting privacy and exceptional service.”
ChatGPT · 09-21
“An intimate Ubud retreat surrounded by jungle and the Ayung River, with a strong focus on wellness and nature.”
ChatGPT · 08-24
“This peaceful Ubud retreat combines Balinese culture, riverside scenery, private villas, and personalized service ideal for couples.”
Perplexity · 07-20
“Private villa experiences in a lush river valley setting, ideal for intimate escapes.”
Google AI Mode · 07-20
“Offers ultimate luxury and privacy with secluded pool villas along the Ayung River, perfect for romantic getaways.”
Google AI Mode · 07-13
“Offers ultra-luxurious private pool villas along the Ayung River with intimate dining and personalized butler service for couples.”
“best hotels in Bali”Bali, US5 of 6 AIs22 weeks54 quotes
“best hotels in Bali”
Bali, US5 of 6 AIs22 weeks54 quotes
ChatGPT · 11-02
“Jungle sanctuary overlooking the Ayung River in Ubud with beautiful villas and exceptional hospitality.”
Gemini · 10-19
“An exclusive luxury sanctuary nestled along the Ayung River offering immersive cultural experiences and unmatched personalized butler service.”
Google AI Mode · 10-05
“An ultra-luxury riverside sanctuary in Ubud offering 24-hour butler service and traditional Balinese village architecture.”
ChatGPT · 08-31
“Its riverside villas, rice-field surroundings and exceptional service make it ideal for romantic luxury.”
ChatGPT · 08-31
“Its riverside villas, rice-field surroundings and exceptional service make it ideal for romantic luxury.”
Gemini · 08-24
“This secluded luxury jungle sanctuary along the Ayung River offers an unmatched immersive wellness and cultural retreat in Ubud.”
“best hotels in Bali for business travelers”Bali, US2 of 6 AIs2 weeks2 quotes
“best hotels in Bali for business travelers”
Bali, US2 of 6 AIs2 weeks2 quotes
Copilot · 06-22
“A tranquil luxury retreat offering inspiring meeting venues and premium corporate services in Ubud”
Perplexity · 06-01
“Premium event spaces and exceptional service in a serene, cultured setting ideal for executive retreats.”
PER-AI MENTIONS
Mentions per AI assistant, by edition
One line per AI. Each point is the number of times the assistant named this property across the 11 prompt templates for its city, that week.
ChatGPTGeminiPerplexityGrokCopilotGoogle AI Mode
Weekly until 19 Oct 2026, monthly from November 2026
| Week | ChatGPT | Gemini | Perplexity | Grok | Copilot | Google AI Mode | Total |
|---|---|---|---|---|---|---|---|
| November 2, 2026 | 2 | — | — | — | — | 1 | 3 |
| October 19, 2026 | — | 2 | — | — | — | — | 2 |
| October 12, 2026 | 1 | — | — | — | — | — | 1 |
| October 5, 2026 | — | — | — | — | 1 | 2 | 3 |
| September 21, 2026 | 1 | — | — | — | — | — | 1 |
| September 14, 2026 | 1 | — | — | — | — | — | 1 |
| September 7, 2026 | — | — | — | — | 1 | — | 1 |
| August 31, 2026 | 4 | — | — | — | 1 | 2 | 7 |
| August 24, 2026 | 1 | 2 | — | — | 1 | 2 | 6 |
| August 17, 2026 | 1 | — | — | — | — | 2 | 3 |
| August 10, 2026 | 1 | 1 | — | — | — | — | 2 |
| August 3, 2026 | — | 2 | — | — | 1 | 2 | 5 |
| July 27, 2026 | — | 1 | — | — | 1 | 1 | 3 |
| July 20, 2026 | — | 2 | 1 | — | 2 | 2 | 7 |
| July 13, 2026 | — | 3 | — | — | 2 | 3 | 8 |
| July 6, 2026 | 1 | 2 | — | — | 2 | 2 | 7 |
| June 29, 2026 | — | 2 | 1 | — | 1 | 3 | 7 |
| June 22, 2026 | 3 | 2 | 1 | — | 1 | 3 | 10 |
| June 15, 2026 | 2 | 3 | 1 | — | 2 | 3 | 11 |
| June 8, 2026 | — | 3 | 1 | — | 1 | 2 | 7 |
| June 1, 2026 | 3 | 3 | 2 | — | 1 | — | 9 |
| May 25, 2026 | 2 | 3 | 1 | — | 1 | 1 | 8 |
| May 18, 2026 | 2 | 2 | 1 | 3 | 1 | — | 9 |
| May 11, 2026 | 1 | 3 | 1 | 2 | 1 | 2 | 10 |
| May 4, 2026 | 3 | 4 | — | 5 | — | 4 | 16 |
| April 27, 2026 | 3 | 3 | 1 | 2 | 1 | 2 | 12 |
LINK MIX
Where AIs send users for this hotel
When the AI links the hotel, where does it point — the hotel's own site (direct), an OTA like Booking.com, a chain page like Marriott.com, or something else?
All time (156 links)
Direct 97%OTA 3%
Week-by-week
November 2, 20262 links / 3 mentions
October 19, 20260 links / 2 mentions
October 12, 20261 links / 1 mentions
October 5, 20263 links / 3 mentions
September 21, 20261 links / 1 mentions
September 14, 20261 links / 1 mentions
September 7, 20261 links / 1 mentions
August 31, 20267 links / 7 mentions
August 24, 20266 links / 6 mentions
August 17, 20263 links / 3 mentions
August 10, 20262 links / 2 mentions
August 3, 20265 links / 5 mentions
July 27, 20263 links / 3 mentions
July 20, 20267 links / 7 mentions
July 13, 20268 links / 8 mentions
July 6, 20267 links / 7 mentions
June 29, 20267 links / 7 mentions
June 22, 202610 links / 10 mentions
June 15, 202611 links / 11 mentions
June 8, 20267 links / 7 mentions
June 1, 20269 links / 9 mentions
May 25, 20268 links / 8 mentions
May 18, 20269 links / 9 mentions
May 11, 202610 links / 10 mentions
May 4, 202616 links / 16 mentions
April 27, 202612 links / 12 mentions
Direct (own site + chain page) OTA Other