Roughly how expensive is a professional LED headlight conversion kit compared to just replacing the standard factory bulbs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Roughly how expensive is a professional LED headlight conversion kit compared to just replacing the standard factory bulbs?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 professional LED headlight conversion kit installation cost vs halogen bulb replacement cost US Google ↗
LED headlight conversion kit professional installation price headlight assembly replacement cost Google ↗
- How to Replace Halogen Headlights with LED Bulbs · undergroundlighting.com
- Should You Upgrade Your Car's Headlights? · geico.com
- Headlight Upgrades: What Actually Improves Visibility and What to Avoid · bumper.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 professional LED headlight conversion kit installation cost vs halogen bulb replacement cost US OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
LED headlight conversion kit professional installation price headlight assembly replacement cost OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |