Real ChatGPT answer · index seedW9ZpFBxEDHwcompleteTravel and hospitality · business travelcomparison

Compare the penalty fees and credit validity periods for canceling nonrefundable international fares on Lufthansa versus United for business itineraries.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the penalty fees and credit validity periods for canceling nonrefundable international fares on Lufthansa versus United for business itineraries.
2 real searches · 1 real-search pass
Lufthansa non-refundable ticket cancellation travel credit validity refund fee international official fare conditions 2026Google ↗
OBSERVED
United Airlines nonrefundable international ticket cancellation future flight credit validity 12 months cancellation fee official 2026Google ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Lufthansa non-refundable ticket cancellation travel credit validity refund fee international official fare conditions 2026 Google ↗
United Airlines nonrefundable international ticket cancellation future flight credit validity 12 months cancellation fee official 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Lufthansa non-refundable ticket cancellation travel credit validity refund fee international official fare conditions 2026
OBSERVED
Google ↗
AI Mode ↗
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of 1
United Airlines nonrefundable international ticket cancellation future flight credit validity 12 months cancellation fee official 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1