Real ChatGPT answer · index seedccOl3sxxWSEcompleteFinance and banking · credit cardsbrand

Can you compare the current annual fees and hotel perks of the Marriott Bonvoy Boundless versus the Hilton Honors Surpass to see which is cheaper for occasional travelers?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the current annual fees and hotel perks of the Marriott Bonvoy Boundless versus the Hilton Honors Surpass to see which is cheaper for occasional travelers?
2 real searches · 1 real-search pass
2026 Marriott Bonvoy Boundless annual fee benefits free night award elite night credits official Chase card termsGoogle ↗
OBSERVEDOther / navigational
2026 Hilton Honors Surpass annual fee benefits quarterly credits free night reward official American ExpressGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

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
2026 Marriott Bonvoy Boundless annual fee benefits free night award elite night credits official Chase card terms Google ↗
2026 Hilton Honors Surpass annual fee benefits quarterly credits free night reward official American Express Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Marriott Bonvoy Boundless annual fee benefits free night award elite night credits official Chase card terms
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 Hilton Honors Surpass annual fee benefits quarterly credits free night reward official American Express
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1