is it really worth upgrading my factory halogen bulbs to LED headlights or will I blind other drivers and fail inspection
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
is it really worth upgrading my factory halogen bulbs to LED headlights or will I blind other drivers and fail inspection
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
New York State vehicle inspection LED headlight replacement halogen housing legal inspection rules Google ↗
NHTSA LED replacement bulbs halogen headlamp housing glare legality retrofit Google ↗
- 571.108--NCC-230201-001 LED Headlights_ M. Baker · nhtsa.gov
- Letter of Interpretation Search · nhtsa.gov
- Motor Vehicle Inspection Regulations · dmv.ny.gov
- New York State Vehicle Safety/Emissions Inspection Program · dmv.ny.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
New York State vehicle inspection LED headlight replacement halogen housing legal inspection rules OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NHTSA LED replacement bulbs halogen headlamp housing glare legality retrofit OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |