Real ChatGPT answer · index seedF6yMtX9tpIwcompleteTravel and hospitality · flights and airlinescommercial

Are there any newer flight search engines that outperform Google Flights and Kayak when I am hunting for last-minute business class deals to Europe?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any newer flight search engines that outperform Google Flights and Kayak when I am hunting for last-minute business class deals to Europe?
2 real searches · 1 real-search pass
best newer flight search engines business class deals Europe last minute cash fares 2026 alternatives Google Flights KayakGoogle ↗
OBSERVEDComparison
business class flight deal alert services premium cabin Europe mistake fares award availability Seats.aero Roame AwardFares point.me 2026Google ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
best newer flight search engines business class deals Europe last minute cash fares 2026 alternatives Google Flights Kayak Google ↗
business class flight deal alert services premium cabin Europe mistake fares award availability Seats.aero Roame AwardFares point.me 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best newer flight search engines business class deals Europe last minute cash fares 2026 alternatives Google Flights Kayak
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
business class flight deal alert services premium cabin Europe mistake fares award availability Seats.aero Roame AwardFares point.me 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1