How much weight can I actually save by upgrading the stock aluminum wheelset on my hybrid commuter bike?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much weight can I actually save by upgrading the stock aluminum wheelset on my hybrid commuter bike?
1 real search · 1 real-search pass
hybrid commuter bicycle stock wheelset weight lightweight aluminum wheelset typical gramsGoogle ↗
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
hybrid commuter bicycle stock wheelset weight lightweight aluminum wheelset typical grams Google ↗
- STIFFNESS AND WEIGHT · aerogeeks.com
- WHEELSET SELECTION CRITERIA · intheknowcycling.com
- BWW Commuter HD 700c Hybrid Rear 135mm Wheel Set · bicyclewheelwarehouse.com
- Velocity A23 700c Hybrid Rear 135mm Wheel Set · iknowaguybicycles.com
- Mavic A319 700c Hybrid Rear 135mm Wheel Set · bicyclewheelwarehouse.com