Real ChatGPT answer · index seedbkP3e5dzVdocompleteTravel and hospitality · destinationsinformational

What is the most cost-effective way to navigate the London Underground using contactless payment versus an Oyster card during peak commuting hours?

ChatGPTgpt-61 query10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the most cost-effective way to navigate the London Underground using contactless payment versus an Oyster card during peak commuting hours?
1 real search · 1 real-search pass
TfL contactless vs Oyster fares peak 2026 daily cap weekly cap peak times pay as you goGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
TfL contactless vs Oyster fares peak 2026 daily cap weekly cap peak times pay as you go Google ↗
  1. Pay as you go · tfl.gov.uk
  2. Fare capping · tfl.gov.uk
  3. Oyster, Contactless and Travelcards · nationalrail.co.uk
  4. Pay As You Go with Contactless · nationalrail.co.uk
  5. Flexible travel and fares · tfl.gov.uk
  6. Fares from 2 March 2025 · tfl.gov.uk
  7. TfL Fare Capping · tfl.gov.uk

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
TfL contactless vs Oyster fares peak 2026 daily cap weekly cap peak times pay as you go
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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