Is a Shimano 105 groupset actually better than Tiagra for steep climbing, or should I panic-buy the upgrade kit my mechanic is holding for me until 5 PM?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a Shimano 105 groupset actually better than Tiagra for steep climbing, or should I panic-buy the upgrade kit my mechanic is holding for me until 5 PM?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Shimano 105 R7100 vs Tiagra 4700 specifications gearing cassette crank compatibility weight climbing Google ↗
Shimano 105 vs Tiagra climbing gear ratios 4700 R7000 R7100 compatibility official Shimano specs Google ↗
- New Shimano Tiagra vs Shimano 105: how do the two groupsets compare? · bikeradar.com
- productinfo.shimano.com · productinfo.shimano.com
- Shimano road bike groupsets: know your Tiagra from your Dura-Ace Di2 · cyclingnews.com
- Shimano drivetrain compatibility chart · productinfo.shimano.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Shimano 105 R7100 vs Tiagra 4700 specifications gearing cassette crank compatibility weight climbing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Shimano 105 vs Tiagra climbing gear ratios 4700 R7000 R7100 compatibility official Shimano specs OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |