What is the average cost to upgrade factory halogen bulbs to LED headlights on a modern truck and what brands are currently rated best
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the average cost to upgrade factory halogen bulbs to LED headlights on a modern truck and what brands are currently rated best
1 real search · 1 real-search pass
best LED headlight bulbs halogen replacement 2026 truck reviews legal beam pattern cost installationGoogle ↗
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
best LED headlight bulbs halogen replacement 2026 truck reviews legal beam pattern cost installation Google ↗
- 7 Best LED Headlight Bulbs in 2026 (Plus a Road-Legal Option) · themotorguy.com
- 8 Best H13 LED Headlight Bulbs of 2026 · revrated.com
- Letter of Interpretation Search · nhtsa.gov
- Street Use of LED Bulbs · diodedynamics.com