Real ChatGPT answer · index seedLJkRHl9xlZccompleteTravel and hospitality · business travelcomparison

What are the key differences between the Marriott Bonvoy Business card and the Hilton Honors Aspire regarding point redemption values for business travel?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the key differences between the Marriott Bonvoy Business card and the Hilton Honors Aspire regarding point redemption values for business travel?
3 real searches · 1 real-search pass
2026 Marriott Bonvoy Business American Express card earning rates annual fee 2026 officialGoogle ↗
OBSERVEDOther / navigational
2026 Hilton Honors American Express Aspire card earning rates annual fee officialGoogle ↗
OBSERVEDOther / navigational
Marriott Bonvoy points value cents per point Hilton Honors points value cents per point 2026 award redemption fifth night freeGoogle ↗
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 (3)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
2026 Marriott Bonvoy Business American Express card earning rates annual fee 2026 official Google ↗
2026 Hilton Honors American Express Aspire card earning rates annual fee official Google ↗
Marriott Bonvoy points value cents per point Hilton Honors points value cents per point 2026 award redemption fifth night free Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Marriott Bonvoy Business American Express card earning rates annual fee 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 Hilton Honors American Express Aspire card earning rates annual fee official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Marriott Bonvoy points value cents per point Hilton Honors points value cents per point 2026 award redemption fifth night free
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1