Are LED headlight conversion kits from Amazon as reliable as having a professional mechanic install Sylvania bulbs on my older sedan
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are LED headlight conversion kits from Amazon as reliable as having a professional mechanic install Sylvania bulbs on my older sedan
1 real search · 1 real-search pass
NHTSA LED headlight conversion kits halogen headlamp glare compatibility Sylvania replacement bulbs reliabilityGoogle ↗
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)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
NHTSA LED headlight conversion kits halogen headlamp glare compatibility Sylvania replacement bulbs reliability Google ↗
- 571.108--NCC-230201-001 LED Headlights_ M. Baker · nhtsa.gov
- Headlights · iihs.org
- U.S. Department of Transportation · static.nhtsa.gov