My current road bike gearing is way too hard for the hilly fondo I registered for next week, what cassette options can I swap to immediately.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My current road bike gearing is way too hard for the hilly fondo I registered for next week, what cassette options can I swap to immediately.
1 real search · 1 real-search pass
road bike cassette compatibility Shimano SRAM maximum sprocket derailleur cage chain length 11-34 10-36Google ↗
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)
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
road bike cassette compatibility Shimano SRAM maximum sprocket derailleur cage chain length 11-34 10-36 Google ↗
- View cassette · bicycleaddiction.com
- View cassette · planetcyclery.com
- View cassette · competitivecyclist.com
- Compatibility between rear derailleur and cassette sprocket gear teeth [ROAD, Gravel/Adventure, URBAN (METREA)] · productinfo.shimano.com
- Bike cassettes explained: how they work, gearing, materials and more · bikeradar.com