Do replacement LED headlight bulbs require special cooling fans or heat sinks, and which ones are least likely to blind oncoming traffic?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do replacement LED headlight bulbs require special cooling fans or heat sinks, and which ones are least likely to blind oncoming traffic?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
NHTSA LED headlight replacement bulbs glare halogen headlamp optics compatibility FMVSS 108 guidance Google ↗
IIHS headlight glare LED retrofit bulbs beam pattern aim headlamp housing Google ↗
- 571.108--NCC-230201-001 LED Headlights_ M. Baker · nhtsa.gov
- Letter of Interpretation Search · nhtsa.gov
- Headlights · iihs.org
- Headlights · iihs-staging.iihs.org
- U.S. Department · nhtsa.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
NHTSA LED headlight replacement bulbs glare halogen headlamp optics compatibility FMVSS 108 guidance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
IIHS headlight glare LED retrofit bulbs beam pattern aim headlamp housing OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |