Who does professional LED headlight bulb installation near Harahan and what is their current hourly labor rate?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Who does professional LED headlight bulb installation near Harahan and what is their current hourly labor rate?
1 real search · 1 real-search pass
Harahan Louisiana LED headlight bulb installation labor rate hourly 2026 auto shopGoogle ↗
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
Harahan Louisiana LED headlight bulb installation labor rate hourly 2026 auto shop Google ↗
- Auto Repair Labor Rates in Louisiana (2026) · myautoshoppro.com
- How much does labor cost to replace a headlight assembly? · ryansautomi.com