Real ChatGPT answer · index seedyX9MTHTZwywcompleteSports and outdoors · running gearbrand

Running a night race tonight and need to know if chest lights or clip on safety lights are better for dark trails based on current gear reviews.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Running a night race tonight and need to know if chest lights or clip on safety lights are better for dark trails based on current gear reviews.
1 real search · 1 real-search pass
2026 best running chest lights vs clip-on safety lights dark trail running gear reviewsGoogle ↗
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
2026 best running chest lights vs clip-on safety lights dark trail running gear reviews Google ↗
  1. View Proviz · provizsports.com
  2. View Nathan Luna Fire · dickssportinggoods.com
  3. View Nathan StrobeLight · scheels.com
  4. Best Running Lights and Headlamps 2026 · fleetfeet.com
  5. Best Running Lights of 2026 (Runner-Tested) · parrotfish-flute-6dl6.squarespace.com
  6. Best Running Headlamps of 2026 · irunfar.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 best running chest lights vs clip-on safety lights dark trail running gear reviews
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1