Real ChatGPT answer · index seedC9OcT4MSKLUcompleteTravel and hospitality · flights and airlinesinformational

How far in advance should I book holiday travel for my team to secure the lowest corporate rates without risking penalty fees

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How far in advance should I book holiday travel for my team to secure the lowest corporate rates without risking penalty fees
1 real search · 1 real-search pass
2026 holiday travel booking windows airfare hotel corporate group travel cancellation policies 2026Google ↗
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 (1)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
2026 holiday travel booking windows airfare hotel corporate group travel cancellation policies 2026 Google ↗
  1. Group Travel · delta.com
  2. How to Book a Group Hotel Reservation (2026 Guide) · offsite.com
  3. Refunds · transportation.gov
  4. 2026 Holiday Travel Index · media.hopper.com
  5. 2026 Holiday Travel Index · media.hopper.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 holiday travel booking windows airfare hotel corporate group travel cancellation policies 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1