Real ChatGPT answer · index seeduhNa4M9Zcf0completeEducation · trade schoolsinformational

Could you break down the total out-of-pocket expenses for the Lincoln Electric welding school program compared to a traditional two-year technical college?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Could you break down the total out-of-pocket expenses for the Lincoln Electric welding school program compared to a traditional two-year technical college?
2 real searches · 1 real-search pass
Lincoln Electric welding school tuition cost program 2026 tuition fees housing materialsGoogle ↗
OBSERVEDReason
Georgia two year technical college welding diploma tuition fees tools supplies total cost 2026Google ↗
OBSERVEDShort fact

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)
Short fact50%Other / navigationalComparisonConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
Lincoln Electric welding school tuition cost program 2026 tuition fees housing materials Google ↗
Georgia two year technical college welding diploma tuition fees tools supplies total cost 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Lincoln Electric welding school tuition cost program 2026 tuition fees housing materials
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Georgia two year technical college welding diploma tuition fees tools supplies total cost 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1