How hard is it really to swap out my stock halogen bulbs for LED headlights without visiting a mechanic?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How hard is it really to swap out my stock halogen bulbs for LED headlights without visiting a mechanic?
1 real search · 1 real-search pass
halogen to LED headlight bulb retrofit legality glare beam pattern compatibility vehicle headlamp housing guidanceGoogle ↗
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
halogen to LED headlight bulb retrofit legality glare beam pattern compatibility vehicle headlamp housing guidance Google ↗
- 571.108--NCC-230201-001 LED Headlights_ M. Baker · nhtsa.gov
- Street Use of LED Bulbs · diodedynamics.com