What is the actual going rate for getting professional LED headlights installed on a budget or is it too hard to do myself
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the actual going rate for getting professional LED headlights installed on a budget or is it too hard to do myself
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
2026 Houston Texas professional LED headlight installation cost bulb replacement labor pricing Google ↗
Houston TX LED headlight bulb installation labor cost auto shop 2026 Google ↗
- Headlight Replacement & Installation in Houston, TX · carparts.com
- Prices · kensmobileautoworks.com
- Headlight Bulb Replacement Cost (Halogen, LED, HID) · garagedex.com
- How much does it cost to replace a headlight? · autozone.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Houston Texas professional LED headlight installation cost bulb replacement labor pricing OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Houston TX LED headlight bulb installation labor cost auto shop 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |