Where can I find the latest independent impact test results comparing Bontrager bicycle helmet safety ratings to other major brands on the market
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Where can I find the latest independent impact test results comparing Bontrager bicycle helmet safety ratings to other major brands on the market
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
latest Virginia Tech bicycle helmet ratings Bontrager Trek independent impact testing 2026 STAR protocol Google ↗
independent bicycle helmet impact test comparison Bontrager Giro Specialized POC Smith Virginia Tech ratings latest 2026 Google ↗
- Virginia Tech Bicycle Helmet Ratings — Official Database · helmet.beam.vt.edu
- Virginia Tech Helmet Ratings · helmet.beam.vt.edu
- TestedHelmets — Searchable bicycle helmet test results · testedhelmets.com
- TestedHelmets · testedhelmets.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
latest Virginia Tech bicycle helmet ratings Bontrager Trek independent impact testing 2026 STAR protocol OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
independent bicycle helmet impact test comparison Bontrager Giro Specialized POC Smith Virginia Tech ratings latest 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |