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Is the Shimano 105 groupset still the best value for money mechanical shifting option compared to cheaper microSHIFT alternatives this year

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is the Shimano 105 groupset still the best value for money mechanical shifting option compared to cheaper microSHIFT alternatives this year
1 real search · 1 real-search pass
Shimano 105 mechanical R7100 groupset price review 2026 vs microSHIFT Sword R9 Advent X mechanical road groupset comparisonGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Shimano 105 mechanical R7100 groupset price review 2026 vs microSHIFT Sword R9 Advent X mechanical road groupset comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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