Real ChatGPT answer · index seed0Bx1wymLbKQcompleteTravel and hospitality · travel planning and itinerariescomparison

Is Expedia or booking directly through Marriott safer for getting hotel loyalty points and avoiding cancellation fees during peak spring break travel?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Expedia or booking directly through Marriott safer for getting hotel loyalty points and avoiding cancellation fees during peak spring break travel?
2 real searches · 1 real-search pass
Marriott Bonvoy terms third party bookings Expedia points elite night credits cancellation direct booking policyGoogle ↗
OBSERVEDComparison
Marriott cancellation policy prepaid flexible rates cancellation deadline official MarriottGoogle ↗
OBSERVEDYes / no

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 (2)
Short factOther / navigationalComparison50%ConsequenceReasonDefinitionInstructionYes / no50%

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Marriott Bonvoy terms third party bookings Expedia points elite night credits cancellation direct booking policy Google ↗
Marriott cancellation policy prepaid flexible rates cancellation deadline official Marriott Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Marriott Bonvoy terms third party bookings Expedia points elite night credits cancellation direct booking policy
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Marriott cancellation policy prepaid flexible rates cancellation deadline official Marriott
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1