Is the UTI automotive course duration worth the high tuition for someone I plan to promote to shop foreman next year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is the UTI automotive course duration worth the high tuition for someone I plan to promote to shop foreman next year?
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). 2 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
Universal Technical Institute automotive technician training program duration tuition 2026 official Google ↗
automotive shop foreman responsibilities leadership diagnostics workflow training requirements Google ↗
- Automotive & EV Technology · catalogs.uti.edu
- Universal Technical Institute: Houston, Texas Campus · catalogs.uti.edu
- Auto Mechanic Training at Universal Technical Institute · uti.edu
- What Is a Shop Foreman and What Do They Do? · uti.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Universal Technical Institute automotive technician training program duration tuition 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
automotive shop foreman responsibilities leadership diagnostics workflow training requirements OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |