What are the most reliable aggregator sites for finding cheap flights during the Christmas holiday blackout dates without hidden fees?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most reliable aggregator sites for finding cheap flights during the Christmas holiday blackout dates without hidden fees?
4 real searches · 1 real-search pass
best flight search aggregators compare prices fees book directly airline Google Flights Skyscanner Kayak Momondo 2026Google ↗
OBSERVEDComparison
flight booking hidden fees baggage seat fees online travel agencies consumer advice DOT airline ancillary feesGoogle ↗
OBSERVEDReason
best flight search engines compare Google Flights Skyscanner Kayak Momondo ITA Matrix fees booking direct airline 2026Google ↗
OBSERVEDComparison
airline baggage fees basic economy third party booking hidden fees consumer advice flight booking aggregatorsGoogle ↗
OBSERVEDReason
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)
Classes come from the query-classifier (a local Laya model). 2 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
best flight search aggregators compare prices fees book directly airline Google Flights Skyscanner Kayak Momondo 2026 Google ↗
flight booking hidden fees baggage seat fees online travel agencies consumer advice DOT airline ancillary fees Google ↗
best flight search engines compare Google Flights Skyscanner Kayak Momondo ITA Matrix fees booking direct airline 2026 Google ↗
airline baggage fees basic economy third party booking hidden fees consumer advice flight booking aggregators Google ↗
- google.com/travel/flights · google.com
- skyscanner.com · skyscanner.com
- kayak.com · kayak.com
- momondo.com · momondo.com
- going.com · going.com
- matrix.itasoftware.com · matrix.itasoftware.com
- The Best Travel Sites for Booking Cheap Flights (2026 Guide) · going.com
- Comparison sites compared · which.co.uk
- Google Flights: How To Use It To Find Cheap Flights (2026 Guide) · going.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best flight search aggregators compare prices fees book directly airline Google Flights Skyscanner Kayak Momondo 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
flight booking hidden fees baggage seat fees online travel agencies consumer advice DOT airline ancillary fees OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
best flight search engines compare Google Flights Skyscanner Kayak Momondo ITA Matrix fees booking direct airline 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
airline baggage fees basic economy third party booking hidden fees consumer advice flight booking aggregators OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |