Can you summarize current test data on bontrager bicycle helmet safety performance during high speed impacts for our safety audit
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you summarize current test data on bontrager bicycle helmet safety performance during high speed impacts for our safety audit
6 real searches · 1 real-search pass
Bontrager bicycle helmet safety test high speed impact Virginia Tech ratings 2025 2026Google ↗
OBSERVEDConsequence
Bontrager helmet CPSC test recall impact performance independent testingGoogle ↗
OBSERVEDConsequence
Virginia Tech helmet ratings Bontrager bicycle helmets impact test resultsGoogle ↗
OBSERVEDConsequence
Bontrager bicycle helmet Virginia Tech helmet ratings high speed impact test 2025 2026Google ↗
OBSERVEDReason
Bontrager bicycle helmet impact testing CPSC EN 1078 ASTM F1952 independent test results modelsGoogle ↗
OBSERVEDReason
Bontrager helmet safety performance rotational impact test study bicycle helmetGoogle ↗
OBSERVEDReason
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 (6)
Classes come from the query-classifier (a local Laya model). 4 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
Bontrager bicycle helmet safety test high speed impact Virginia Tech ratings 2025 2026 Google ↗
Bontrager helmet CPSC test recall impact performance independent testing Google ↗
Virginia Tech helmet ratings Bontrager bicycle helmets impact test results Google ↗
Bontrager bicycle helmet Virginia Tech helmet ratings high speed impact test 2025 2026 Google ↗
Bontrager bicycle helmet impact testing CPSC EN 1078 ASTM F1952 independent test results models Google ↗
Bontrager helmet safety performance rotational impact test study bicycle helmet Google ↗
- Bicycle Helmet Ratings · helmet.beam.vt.edu
- Virginia Tech Helmet Lab · vtechworks.lib.vt.edu
- Bicycle Helmet Ratings · helmet.beam.vt.edu
- Incorporating neck biomechanics in helmet testing: Evaluation of commercially available WaveCel helmets · sciencedirect.com
- Impact Performance of Certified Bicycle Helmets Below, On and Above the Test Line. · pubmed.ncbi.nlm.nih.gov
- Three Bike Helmets Fail Safety Tests · consumerreports.org
- Bontrager Ballista MIPS Bike Helmet Review · consumerreports.org
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Bontrager bicycle helmet safety test high speed impact Virginia Tech ratings 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Bontrager helmet CPSC test recall impact performance independent testing OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Virginia Tech helmet ratings Bontrager bicycle helmets impact test results OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Bontrager bicycle helmet Virginia Tech helmet ratings high speed impact test 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Bontrager bicycle helmet impact testing CPSC EN 1078 ASTM F1952 independent test results models OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Bontrager helmet safety performance rotational impact test study bicycle helmet OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |