Real ChatGPT answer · index seedV3dBPZXvc7QcompleteEducation · trade schoolscomparison

Which is better for someone with zero mechanical background between UTI and Lincoln Tech and what are their current starting costs?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which is better for someone with zero mechanical background between UTI and Lincoln Tech and what are their current starting costs?
4 real searches · 1 real-search pass
Universal Technical Institute 2026 tuition cost automotive technician program official tuition feesGoogle ↗
OBSERVEDShort fact
Lincoln Tech 2026 automotive technology tuition cost official program tuition feesGoogle ↗
OBSERVEDShort fact
UTI Mooresville NC automotive technician program tuition cost 2026Google ↗
OBSERVEDShort fact
Lincoln Tech closest campus to Bethania North Carolina automotive program tuition costGoogle ↗
OBSERVEDComparison

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)
Short fact75%Other / navigationalComparison25%ConsequenceReasonDefinitionInstructionYes / no

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
Universal Technical Institute 2026 tuition cost automotive technician program official tuition fees Google ↗
Lincoln Tech 2026 automotive technology tuition cost official program tuition fees Google ↗
UTI Mooresville NC automotive technician program tuition cost 2026 Google ↗
Lincoln Tech closest campus to Bethania North Carolina automotive program tuition cost Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Universal Technical Institute 2026 tuition cost automotive technician program official tuition fees
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Lincoln Tech 2026 automotive technology tuition cost official program tuition fees
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
UTI Mooresville NC automotive technician program tuition cost 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Lincoln Tech closest campus to Bethania North Carolina automotive program tuition cost
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1