How much should I expect to pay for professional installation of LED headlights on a commercial fleet in Troy Michigan?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much should I expect to pay for professional installation of LED headlights on a commercial fleet in Troy Michigan?
4 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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
Troy Michigan LED headlight installation labor cost automotive shop fleet vehicle lighting installation pricing 2026 Google ↗
automotive lighting installation Google ↗
fleet vehicle upfitting Google ↗
auto electrical repair Google ↗
- Audio/Video Experts | Richards Car Audio & Design · richcaraudio.com
- Headlight Replacement & Installation in Detroit, MI · carparts.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Troy Michigan LED headlight installation labor cost automotive shop fleet vehicle lighting installation pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
automotive lighting installation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
fleet vehicle upfitting OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
auto electrical repair OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |