Real ChatGPT answer · index seedGKTq7Cum93scompleteTravel and hospitality · business travelcomparison

Is the Hilton Honors Business Card or the Marriott Bonvoy Business Card better for earning free nights on corporate trips?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is the Hilton Honors Business Card or the Marriott Bonvoy Business Card better for earning free nights on corporate trips?
2 real searches · 1 real-search pass
Hilton Honors American Express Business Card benefits earning free night reward 2026 annual fee termsGoogle ↗
OBSERVEDOther / navigational
Marriott Bonvoy Business American Express Card benefits free night award earning 2026 annual fee termsGoogle ↗
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
Hilton Honors American Express Business Card benefits earning free night reward 2026 annual fee terms Google ↗
Marriott Bonvoy Business American Express Card benefits free night award earning 2026 annual fee terms Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Hilton Honors American Express Business Card benefits earning free night reward 2026 annual fee terms
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Marriott Bonvoy Business American Express Card benefits free night award earning 2026 annual fee terms
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1