Are budget clip-in pedals and entry-level cycling shoes worth the investment over flat pedals and running shoes for commuting efficiency?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are budget clip-in pedals and entry-level cycling shoes worth the investment over flat pedals and running shoes for commuting efficiency?
1 real search · 1 real-search pass
cycling clipless vs flat pedals efficiency commuting power study walking comfort SPD shoesGoogle ↗
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
cycling clipless vs flat pedals efficiency commuting power study walking comfort SPD shoes Google ↗
- Effects of shoe type and shoe–pedal interface on the metabolic cost of bicycling: Footwear Science: Vol 8, No 1 · tandfonline.com
- Effects of pedal type and pull-up action during cycling · pubmed.ncbi.nlm.nih.gov
- View pedals · ride.shimano.com
- View shoes · kissingcrowsoutpost.com
- View pedals · scheels.com