Is the new Shimano 105 groupset worth the upgrade from Tiagra for my aluminum road bike frame on a tight entry level college budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is the new Shimano 105 groupset worth the upgrade from Tiagra for my aluminum road bike frame on a tight entry level college budget?
1 real search · 1 real-search pass
Shimano 105 R7100 vs Tiagra 4700 compatibility upgrade cost 2026Google ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
Shimano 105 R7100 vs Tiagra 4700 compatibility upgrade cost 2026 Google ↗
- New Shimano Tiagra vs Shimano 105: how do the two groupsets compare? · bikeradar.com
- productinfo.shimano.com · productinfo.shimano.com
- productinfo.shimano.com · productinfo.shimano.com