Real ChatGPT answer · index seedfp8pHxBPNKgcompleteTravel and hospitality · business travelcomparison

Compare booking flights directly on the airline website versus using corporate travel portals like Expedia because I keep hearing different advice from my coworkers.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare booking flights directly on the airline website versus using corporate travel portals like Expedia because I keep hearing different advice from my coworkers.
3 real searches · 1 real-search pass
airline direct booking versus online travel agency changes cancellations customer service corporate travel booking policy benefits 2026Google ↗
OBSERVEDComparison
Expedia corporate travel platform business travel support negotiated rates duty of care officialGoogle ↗
OBSERVEDOther / navigational
US DOT airline ticket travel agency refund responsibility booking third party officialGoogle ↗
OBSERVEDConsequence

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 / navigational33%Comparison33%Consequence33%ReasonDefinitionInstructionYes / 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
airline direct booking versus online travel agency changes cancellations customer service corporate travel booking policy benefits 2026 Google ↗
Expedia corporate travel platform business travel support negotiated rates duty of care official Google ↗
US DOT airline ticket travel agency refund responsibility booking third party official Google ↗
  1. Refunds · transportation.gov
  2. Buying a Ticket · transportation.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
airline direct booking versus online travel agency changes cancellations customer service corporate travel booking policy benefits 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Expedia corporate travel platform business travel support negotiated rates duty of care official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
US DOT airline ticket travel agency refund responsibility booking third party official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1