Real ChatGPT answer · index seed2g6R9HOANHQcompleteSports and outdoors · cyclingcomparison

Is it worth spending twelve hundred dollars on carbon wheelsets to replace the heavy aluminum stock wheels on my endurance road bike at age seventy?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it worth spending twelve hundred dollars on carbon wheelsets to replace the heavy aluminum stock wheels on my endurance road bike at age seventy?
1 real search · 1 real-search pass
$1200 carbon road wheelset 2026 endurance road bike 35mm 45mm weight warranty 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

ChatGPT1 real searches · gpt-6
$1200 carbon road wheelset 2026 endurance road bike 35mm 45mm weight warranty comparison Google ↗
  1. View wheelset · cyclelimited.com
  2. View wheelset · icancycling.com
  3. View wheelset · stage21bikes.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
$1200 carbon road wheelset 2026 endurance road bike 35mm 45mm weight warranty comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1