What is the total cost breakdown for upgrading all six of our delivery vans to bright LED headlights including labor and parts?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the total cost breakdown for upgrading all six of our delivery vans to bright LED headlights including labor and parts?
1 real search · 1 real-search pass
2026 average mechanic labor rate headlight bulb replacement LED installation cost per hour United StatesGoogle ↗
OBSERVEDShort fact
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.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 average mechanic labor rate headlight bulb replacement LED installation cost per hour United States Google ↗
- AUXITO M6 Series H11 9005 LED Headlight Bulbs Combo Kits · auxito.com
- Average Mechanic Labor Rate: Repair Costs in Your State 2026 · aaa.com
- Headlight Bulb Replacement Cost Estimate · repairpal.com