Real ChatGPT answer · index seedSTj2GVs52tkcompleteSports and outdoors · cyclinginformational

What do independent crash test results say about Bontrager bicycle helmet safety technology compared to MIPS-equipped competitors?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do independent crash test results say about Bontrager bicycle helmet safety technology compared to MIPS-equipped competitors?
2 real searches · 1 real-search pass
Virginia Tech helmet ratings Bontrager WaveCel MIPS independent crash test results comparison STAR scoresGoogle ↗
OBSERVEDComparison
Bontrager WaveCel helmet safety independent testing MIPS competitors crash testsGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

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
Virginia Tech helmet ratings Bontrager WaveCel MIPS independent crash test results comparison STAR scores Google ↗
Bontrager WaveCel helmet safety independent testing MIPS competitors crash tests Google ↗
  1. Bicycle Helmet Ratings · helmet.beam.vt.edu
  2. Bicycle Helmet Ratings · helmet.beam.vt.edu
  3. Bicycle Helmet Ratings · helmet.beam.vt.edu
  4. Cycling Helmet Technology · consumerreports.org
  5. Cycle helmet testing reports · roadsafetytrust.org.uk
  6. Bicycle Helmets 2020 · grahamfeest.com
  7. NAD Recommends Trek Narrowly Tailor Helmet Claims to Underlying Study · bbbprograms.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Virginia Tech helmet ratings Bontrager WaveCel MIPS independent crash test results comparison STAR scores
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Bontrager WaveCel helmet safety independent testing MIPS competitors crash tests
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1