Real ChatGPT answer · index seedyCGWoQV1ry8completeTravel and hospitality · flights and airlinescommercial
How do I calculate if bidding for a business class upgrade using cash is worth it for a family of four flying to Tokyo on United
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I calculate if bidding for a business class upgrade using cash is worth it for a family of four flying to Tokyo on United
1 real search · 1 real-search pass
United Airlines cash upgrade offers bid upgrade process international flights official 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)
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
United Airlines cash upgrade offers bid upgrade process international flights official 2026 Google ↗
- How the United Upgrade List Works (2026 Guide) · withautopilot.com
- How to get upgraded on United Airlines flights · thepointsguy.com
- How To Upgrade to Business or First Class on United [2026] · upgradedpoints.com