Can you compare the Bontrager WaveCel road helmets to conventional MIPS helmets in terms of actual rotational impact safety ratings published this year?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the Bontrager WaveCel road helmets to conventional MIPS helmets in terms of actual rotational impact safety ratings published this year?
1 real search · 1 real-search pass
2026 bicycle helmet ratings WaveCel MIPS rotational impact Virginia Tech STAR ratings published 2026Google ↗
OBSERVEDConsequence
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)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 bicycle helmet ratings WaveCel MIPS rotational impact Virginia Tech STAR ratings published 2026 Google ↗
- Bicycle Helmet Ratings · helmet.beam.vt.edu
- Bicycle Helmet Ratings · helmet.beam.vt.edu
- Mips vs WaveCel vs KinetiCore vs SPIN vs Spherical: how they scored · testedhelmets.com