How much should I expect to pay for a decent set of LED headlights for our fleet of delivery vans without breaking our startup budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much should I expect to pay for a decent set of LED headlights for our fleet of delivery vans without breaking our startup budget?
1 real search · 1 real-search pass
2026 LED headlight bulb upgrade cost per vehicle van halogen to LED compatibility DOT legality pricingGoogle ↗
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
2026 LED headlight bulb upgrade cost per vehicle van halogen to LED compatibility DOT legality pricing Google ↗
- View product · auxito.com
- View product · lightingwayonline.com
- View product · nilight.com
- Performance Lighting Upgrades: Buying Guide · truemotionauto.com
- How to Replace Halogen Headlights with LED Bulbs · undergroundlighting.com
- Should You Upgrade Your Car's Headlights? · geico.com