Real ChatGPT answer · index seedBpXGYxNUcIocompleteAutomotive · car accessoriesinformational

What is the average cost to upgrade factory halogen bulbs to LED headlights on a modern truck and what brands are currently rated best

ChatGPTgpt-61 query11/1/2026
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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 ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best LED headlight bulbs halogen replacement 2026 truck reviews legal beam pattern cost installation
OBSERVED
Google ↗
AI Mode ↗
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