Real ChatGPT answer · index seed8dXZyoyXK5scompleteSports and outdoors · cyclingcomparison

Can you compare the impact protection of bontrager starvos mips versus specialized align helmets for a cautious senior commuter cycling in heavy traffic?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the impact protection of bontrager starvos mips versus specialized align helmets for a cautious senior commuter cycling in heavy traffic?
1 real search · 1 real-search pass
Bontrager Starvos MIPS vs Specialized Align II MIPS impact protection Virginia Tech helmet ratings MIPS CPSCGoogle ↗
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 MIPS vs Specialized Align II MIPS impact protection Virginia Tech helmet ratings MIPS CPSC Google ↗
  1. Bicycle Helmet Ratings · helmet.beam.vt.edu
  2. Specialized Align ll MIPS Bike Helmet Review · consumerreports.org
  3. Align II · specialized.com
  4. Bicycle Helmet Performance Ratings · helmets.org
  5. Foreword by The Road Safety Trust · theroadsafetytrust.squarespace.com
  6. Results In total, two helmets obtained the Folksa · s7g10.scene7.com

Queries

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