Real ChatGPT answer · index seedMKVutMcAoGQcompleteTravel and hospitality · business travelcomparison

What are the pros and cons of using Marriott Bonvoy Business versus Hilton Honors Business for our annual team offsite accommodations?

ChatGPTgpt-64 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the pros and cons of using Marriott Bonvoy Business versus Hilton Honors Business for our annual team offsite accommodations?
4 real searches · 1 real-search pass
Marriott Bonvoy Business program company benefits points earning official Marriott 2026Google ↗
OBSERVEDOther / navigational
Hilton for Business program company benefits points earning official Hilton 2026Google ↗
OBSERVEDOther / navigational
Marriott Bonvoy events meetings group bookings planner points officialGoogle ↗
OBSERVEDOther / navigational
Hilton Honors meetings events planner points group bookings officialGoogle ↗
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 (4)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Marriott Bonvoy Business program company benefits points earning official Marriott 2026 Google ↗
Hilton for Business program company benefits points earning official Hilton 2026 Google ↗
Marriott Bonvoy events meetings group bookings planner points official Google ↗
Hilton Honors meetings events planner points group bookings official Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Marriott Bonvoy Business program company benefits points earning official Marriott 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Hilton for Business program company benefits points earning official Hilton 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Marriott Bonvoy events meetings group bookings planner points official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Hilton Honors meetings events planner points group bookings official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1