Real ChatGPT answer · index seedxX9diwsHJRscompleteTravel and hospitality · hotelsbrand

Compare the customer service response times and refund policies of Booking.com versus Marriott when canceling a prepaid non-refundable reservation.

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the customer service response times and refund policies of Booking.com versus Marriott when canceling a prepaid non-refundable reservation.
4 real searches · 1 real-search pass
Booking.com official cancellation non-refundable reservation refund property approval customer service response timeGoogle ↗
OBSERVEDConsequence
Marriott official prepaid non-refundable reservation cancellation refund policy customer care response timeGoogle ↗
OBSERVEDConsequence
Booking.com terms cancellation fees refund non-refundable officialGoogle ↗
OBSERVEDOther / navigational
Marriott terms prepaid non-refundable rate cancellation refund officialGoogle ↗
OBSERVEDConsequence

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (4)
Short factOther / navigational25%ComparisonConsequence75%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Booking.com official cancellation non-refundable reservation refund property approval customer service response time Google ↗
Marriott official prepaid non-refundable reservation cancellation refund policy customer care response time Google ↗
Booking.com terms cancellation fees refund non-refundable official Google ↗
Marriott terms prepaid non-refundable rate cancellation refund official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Booking.com official cancellation non-refundable reservation refund property approval customer service response time
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Marriott official prepaid non-refundable reservation cancellation refund policy customer care response time
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Booking.com terms cancellation fees refund non-refundable official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Marriott terms prepaid non-refundable rate cancellation refund official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1