Real ChatGPT answer · index seedwIo4G7M7aXMcompleteSports and outdoors · cyclingcomparison

Help me choose between the Bontrager Starvos WaveCel and the Specialized Align II helmet for my daily commute starting this afternoon considering crash protection

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Help me choose between the Bontrager Starvos WaveCel and the Specialized Align II helmet for my daily commute starting this afternoon considering crash protection
1 real search · 1 real-search pass
Bontrager Starvos WaveCel vs Specialized Align II helmet crash protection Virginia Tech rating MIPS WaveCel certificationGoogle ↗
OBSERVEDComparison

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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
Bontrager Starvos WaveCel vs Specialized Align II helmet crash protection Virginia Tech rating MIPS WaveCel certification Google ↗
  1. Foreword by The Road Safety Trust · theroadsafetytrust.squarespace.com
  2. Bicycle Helmet Ratings · helmet.beam.vt.edu

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Bontrager Starvos WaveCel vs Specialized Align II helmet crash protection Virginia Tech rating MIPS WaveCel certification
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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