How much do LED headlight conversion kits typically cost and where is the best place to get them installed around Minneapolis?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much do LED headlight conversion kits typically cost and where is the best place to get them installed around Minneapolis?
1 real search · 1 real-search pass
LED headlight conversion kit prices 2026 typical cost installation labor MinneapolisGoogle ↗
OBSERVEDComparison
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
LED headlight conversion kit prices 2026 typical cost installation labor Minneapolis Google ↗
- View kit · ledlightstreet.com
- View kit · lightingwayonline.com
- View kit · walmart.com
- Northside Custom Sounds website · northsidecustomsounds.com