Real ChatGPT answer · index seedGeTgvu26DzscompleteAutomotive · car accessoriescommercial

How much does it typically cost to upgrade my small fleet of work trucks with professional grade LED headlights including labor if I go to a shop

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much does it typically cost to upgrade my small fleet of work trucks with professional grade LED headlights including labor if I go to a shop
2 real searches · 1 real-search pass
LED headlight replacement installation cost labor shop price 2026 truckGoogle ↗
OBSERVED
professional LED headlight bulb installation cost shop labor per vehicle truck 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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
LED headlight replacement installation cost labor shop price 2026 truck Google ↗
professional LED headlight bulb installation cost shop labor per vehicle truck 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LED headlight replacement installation cost labor shop price 2026 truck
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
professional LED headlight bulb installation cost shop labor per vehicle truck 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1