How far in advance should our small business book holiday travel flights to ensure we get reasonable rates and avoid severe winter weather delays?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How far in advance should our small business book holiday travel flights to ensure we get reasonable rates and avoid severe winter weather delays?
2 real searches · 1 real-search pass
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)
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 time to book Thanksgiving Christmas holiday flights advance booking airfare 2026 airline travel data Google ↗
winter air travel delay risk tips nonstop morning flights winter weather FAA DOT passenger protections Google ↗
- Google Flights data to find holiday deals and trending destinations · blog.google
- When to buy holiday flights in 2026-27 · thepointsguy.com
- 'Defensive Flying' Tips · transportation.gov
- Plane Talk: Coping with Flight Delays · transportation.gov
- Fly Rights · transportation.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best time to book Thanksgiving Christmas holiday flights advance booking airfare 2026 airline travel data OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
winter air travel delay risk tips nonstop morning flights winter weather FAA DOT passenger protections OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |