What factors determine whether upgrading to LED headlights is a worthwhile investment for a family road trip vehicle.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What factors determine whether upgrading to LED headlights is a worthwhile investment for a family road trip vehicle.
2 real searches · 1 real-search pass
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)
Classes come from the query-classifier (a local Laya model). 2 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
NHTSA headlight LED replacement bulbs halogen housing legality glare FMVSS 108 Google ↗
IIHS headlight ratings visibility glare beam pattern LED headlights Google ↗
- Headlights · iihs.org
- Headlights · iihs.org
- 571.108--NCC-230201-001 LED Headlights_ M. Baker · nhtsa.gov
Queries
2 queries · click a column to sort