Real ChatGPT answer · index seed3FQvGVXB79YcompleteTravel and hospitality · budget travelbrand

What are people saying online about the reliability of Hopper versus buying direct from airlines for our company travel?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are people saying online about the reliability of Hopper versus buying direct from airlines for our company travel?
3 real searches · 1 real-search pass
Hopper app reviews reliability customer service flight cancellations refunds versus booking direct airline Reddit corporate travelGoogle ↗
OBSERVEDReason
Hopper travel agency reviews flight changes refunds customer service BBB Trustpilot RedditGoogle ↗
OBSERVEDReason
airline direct booking benefits third party online travel agency changes refunds corporate travel policyGoogle ↗
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 / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / 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
Hopper app reviews reliability customer service flight cancellations refunds versus booking direct airline Reddit corporate travel Google ↗
Hopper travel agency reviews flight changes refunds customer service BBB Trustpilot Reddit Google ↗
airline direct booking benefits third party online travel agency changes refunds corporate travel policy Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Hopper app reviews reliability customer service flight cancellations refunds versus booking direct airline Reddit corporate travel
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Hopper travel agency reviews flight changes refunds customer service BBB Trustpilot Reddit
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
airline direct booking benefits third party online travel agency changes refunds corporate travel policy
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1