What do current cycling forums and expert reviewers say about the value proposition of the Shimano 105 groupset for recreational riders on a fixed retirement budget.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do current cycling forums and expert reviewers say about the value proposition of the Shimano 105 groupset for recreational riders on a fixed retirement budget.
3 real searches · 1 real-search pass
Shimano 105 groupset review value recreational riders 2025 2026 mechanical Di2 expert reviewGoogle ↗
OBSERVEDReason
Shimano 105 value Reddit cycling forum long term ownership maintenance 105 vs Tiagra UltegraGoogle ↗
OBSERVEDComparison
Shimano 105 R7100 groupset prices 2026 complete bike value reviewGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Shimano 105 groupset review value recreational riders 2025 2026 mechanical Di2 expert review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Shimano 105 value Reddit cycling forum long term ownership maintenance 105 vs Tiagra Ultegra OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Shimano 105 R7100 groupset prices 2026 complete bike value review OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |