Real ChatGPT answer · index seedgLlEZkNPy4AcompleteSports and outdoors · cyclingcommercial

I am on a tight entry level budget right now so can you give me a detailed shimano 105 groupset review and tell me if it is actually worth the upgrade from tiagra

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am on a tight entry level budget right now so can you give me a detailed shimano 105 groupset review and tell me if it is actually worth the upgrade from tiagra
1 real search · 1 real-search pass
Shimano 105 R7100 vs Tiagra 4700 comparison specifications 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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT1 real searches · gpt-6
Shimano 105 R7100 vs Tiagra 4700 comparison specifications compatibility upgrade cost 2026 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Shimano 105 R7100 vs Tiagra 4700 comparison specifications compatibility upgrade cost 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1