What is the easiest way to navigate Boston public transit using contactless payment instead of buying CharlieCards for everyone?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the easiest way to navigate Boston public transit using contactless payment instead of buying CharlieCards for everyone?
1 real search · 1 real-search pass
MBTA contactless payment tap to pay fares official 2026 CharlieCard contactless transfer same payment methodGoogle ↗
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 (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
MBTA contactless payment tap to pay fares official 2026 CharlieCard contactless transfer same payment method Google ↗
- Fares Overview · dejavu.org
- Bus Fares | Fares Overview · dejavu.org
- Tap to Ride | Fares Overview · dejavu.org
- MBTA website · mbta.com
- MBTA Trip Planner · mbta.com
- Charlie contactless payment · charlie.mbta.com