Real ChatGPT answer · index seedGAxYAEqkIgIcompleteAutomotive · car repair and maintenancecommercial
Are aftermarket headlight bulbs as bright as the original factory ones when driving at night on unlit country roads?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are aftermarket headlight bulbs as bright as the original factory ones when driving at night on unlit country roads?
1 real search · 1 real-search pass
aftermarket LED replacement bulbs halogen headlamp beam pattern glare photometric performance NHTSA IIHS premium halogen bulbs visibilityGoogle ↗
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
aftermarket LED replacement bulbs halogen headlamp beam pattern glare photometric performance NHTSA IIHS premium halogen bulbs visibility Google ↗
- 2024-01-2230: Performance of Headlights Fitted with LED Replacement Bulbs · saemobilus.sae.org
- Evaluation of after-market light emitting diode headlight bulbs - Icahn School of Medicine at Mount Sinai · scholars.mssm.edu
- Headlights · iihs.org
- Are HID and LED Headlights Worth Buying? · consumerreports.org