Real ChatGPT answer · index seedpNs5ha16S9IcompleteParenting and family · family financescomparison

Compare Expedia versus booking directly through airline sites when planning an expensive family vacation using business credit card perks.

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare Expedia versus booking directly through airline sites when planning an expensive family vacation using business credit card perks.
4 real searches · 1 real-search pass
Expedia flight booking third party airline changes cancellations customer service official terms 2026Google ↗
OBSERVEDConsequence
airline tickets booked through travel agency third party frequent flyer benefits seat selection changes official airline policyGoogle ↗
OBSERVEDConsequence
business credit card travel protections booking through online travel agency Expedia direct airline Chase Ink Business Preferred Amex Business Platinum termsGoogle ↗
OBSERVEDOther / navigational
Expedia One Key rewards flights terms airline miles booking flights officialGoogle ↗
OBSERVEDOther / navigational

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)
Short factOther / navigational50%ComparisonConsequence50%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
Expedia flight booking third party airline changes cancellations customer service official terms 2026 Google ↗
airline tickets booked through travel agency third party frequent flyer benefits seat selection changes official airline policy Google ↗
business credit card travel protections booking through online travel agency Expedia direct airline Chase Ink Business Preferred Amex Business Platinum terms Google ↗
Expedia One Key rewards flights terms airline miles booking flights official Google ↗
  1. Buying a Ticket · transportation.gov
  2. Terms of Service · expedia.com
  3. Is Expedia Legit? Can It Get Me a Good Deal? · nerdwallet.com
  4. The Business Platinum Card from American Express · americanexpress.com
  5. Benefits Dashboard · global.americanexpress.com
  6. Business Credit Cards · creditcards.chase.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Expedia flight booking third party airline changes cancellations customer service official terms 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
airline tickets booked through travel agency third party frequent flyer benefits seat selection changes official airline policy
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
business credit card travel protections booking through online travel agency Expedia direct airline Chase Ink Business Preferred Amex Business Platinum terms
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Expedia One Key rewards flights terms airline miles booking flights official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1