We want to upgrade the stock wheelsets on our fleet of endurance road bikes so which alloy options provide the best balance of weight savings and crosswind stability?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We want to upgrade the stock wheelsets on our fleet of endurance road bikes so which alloy options provide the best balance of weight savings and crosswind stability?
1 real search · 1 real-search pass
best alloy endurance road wheelsets weight rim depth crosswind stability DT Swiss ER 1600 Hunt 4Season Mavic Ksyrium SL Fulcrum Racing 3Google ↗
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
best alloy endurance road wheelsets weight rim depth crosswind stability DT Swiss ER 1600 Hunt 4Season Mavic Ksyrium SL Fulcrum Racing 3 Google ↗
- ER 1600 SPLINE - Reliable Cycling Wheels · dtswiss.com
- DT Swiss AR1600 Spline wheelset review · bikeradar.com
- 10.0 **Aerodynamicist 34 34 Wheel Development** · rennrad-news.de
- HUNT Road Wheels · us.huntbikewheels.com
- Wind tunnel tested: 18 road bike wheelsets go head to head · cyclingnews.com
- The big 2024 aero wheel group test – 11 high-performance carbon wheels head to head · granfondo-cycling.com