what are the best value direct to consumer road bikes for recent grads getting back into racing
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
what are the best value direct to consumer road bikes for recent grads getting back into racing
1 real search · 1 real-search pass
best direct to consumer road bikes value race ready 2026 Canyon Van Rysel Ribble Polygon prices USGoogle ↗
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 direct to consumer road bikes value race ready 2026 Canyon Van Rysel Ribble Polygon prices US Google ↗
- Road Bikes · canyon.com
- Best road bikes 2026: Top-rated endurance, race and budget bikes · bikeradar.com
- XDS RS7 Carbon Shimano 105 Di2 Road Bike · victorybicyclestudio.com
- View XDS RS7 · victorybicyclestudio.com
- Winspace C5 Shimano 105 Di2 Bike · servicecourse.us
- Shop Winspace · winspace.cc
- Best Budget Road Bikes Under $1,000 in 2026: Triban, Contend and Doman · rydecruz.com
- Check REI · rei.com