Real ChatGPT answer · index seed9avjyA6hdmMcompleteAutomotive · car repair and maintenancecomparison
What are the cheapest replacement headlight bulbs that still pass inspection when changing them at home?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the cheapest replacement headlight bulbs that still pass inspection when changing them at home?
1 real search · 1 real-search pass
Virginia state vehicle safety inspection headlamp requirements bulb color aim LED conversion halogen housing 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
Virginia state vehicle safety inspection headlamp requirements bulb color aim LED conversion halogen housing 2026 Google ↗
- Virginia Motor Vehicle Safety Inspection Manual (2026) · vsp.virginia.gov
- 19VAC30-70-510. Headlamps. · law.lis.virginia.gov