Real ChatGPT answer · index seedIyIAfvFKWXYcompleteAutomotive · car repair and maintenancecommercial

Looking for the best aftermarket LED headlight bulbs online that are street legal and bright enough for early morning deliveries in rural areas.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for the best aftermarket LED headlight bulbs online that are street legal and bright enough for early morning deliveries in rural areas.
1 real search · 1 real-search pass
US legality aftermarket LED replacement bulbs halogen headlight housings NHTSA FMVSS 108 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 legality aftermarket LED replacement bulbs halogen headlight housings NHTSA FMVSS 108 2026 Google ↗
  1. 571.108--NCC-230201-001 LED Headlights_ M. Baker · nhtsa.gov
  2. Street Use of LED Bulbs · diodedynamics.com
  3. Shop Philips CoreDrive Plus · walmart.com
  4. View Sylvania LED Ultra · shop.advanceautoparts.com
  5. View sealed-beam LED headlight · walmart.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
US legality aftermarket LED replacement bulbs halogen headlight housings NHTSA FMVSS 108 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1