How do I calculate the optimal gear ratio for a steep gravel climbing setup when I am transitioning from a standard 11-32 cassette to a wider 11-40 range?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I calculate the optimal gear ratio for a steep gravel climbing setup when I am transitioning from a standard 11-32 cassette to a wider 11-40 range?
1 real search · 1 real-search pass
bicycle gear ratio gear inches cadence climbing cassette chainring calculation derailleur 11-40 compatibility manufacturer guidanceGoogle ↗
OBSERVEDReason
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
bicycle gear ratio gear inches cadence climbing cassette chainring calculation derailleur 11-40 compatibility manufacturer guidance Google ↗
- Bike gear ratios decoded: How to find your perfect setup · canyon.com
- DYNA-SYS11 · bike.shimano.com