How do I install LED headlights on a Ford Transit van ourselves to save on company maintenance costs, and what tools do we need?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I install LED headlights on a Ford Transit van ourselves to save on company maintenance costs, and what tools do we need?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
Ford Transit owner manual headlamp bulb replacement LED conversion headlamp aiming model year compatibility Google ↗
NHTSA LED replacement bulbs halogen headlamp housing legality FMVSS 108 Google ↗
- Virginia State Police headlamp inspection regulations · law.lis.virginia.gov
- 571.108--NCC-230201-001 LED Headlights_ M. Baker · nhtsa.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Ford Transit owner manual headlamp bulb replacement LED conversion headlamp aiming model year compatibility OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
NHTSA LED replacement bulbs halogen headlamp housing legality FMVSS 108 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |