What do professional mechanics say about installing direct mount handlebars on carbon frames versus aluminum ones
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do professional mechanics say about installing direct mount handlebars on carbon frames versus aluminum ones
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
professional bicycle mechanic direct mount stem carbon frame aluminum frame installation torque carbon steerer fork crown Google ↗
direct mount stem installation carbon steerer torque manufacturer instructions downhill bike Google ↗
- FORK- General Information and Installation Guide | Bike Tech Help Center · tech.ridefox.com
- FORK- General Information and Installation Guide | Bike Tech Help Center · tech.ridefox.com
- RACE FACE · bikeaction.de
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
professional bicycle mechanic direct mount stem carbon frame aluminum frame installation torque carbon steerer fork crown OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
direct mount stem installation carbon steerer torque manufacturer instructions downhill bike OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |