Real ChatGPT answer · index seed4uZxlLkaWNUcompleteAutomotive · car repair and maintenanceinformational
What are the best LED replacement headlight bulbs that are street legal and won't blind oncoming traffic in my crossover?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best LED replacement headlight bulbs that are street legal and won't blind oncoming traffic in my crossover?
1 real search · 1 real-search pass
US street legality LED replacement bulbs halogen headlight housings FMVSS 108 NHTSA approved LED replacement 2026Google ↗
OBSERVED
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.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
US street legality LED replacement bulbs halogen headlight housings FMVSS 108 NHTSA approved LED replacement 2026 Google ↗
- Volume 36, Issue 25 · register.dls.virginia.gov
- 571.108--NCC-230201-001 LED Headlights_ M. Baker · nhtsa.gov