Real ChatGPT answer · index seedPmvALCbOf3scompleteEducation · trade schoolscomparison

Looking closely at the total out of pocket expense, is roefs roofing contractor training courses worth the tuition compared to taking a free local union apprenticeship in Houston?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Looking closely at the total out of pocket expense, is roefs roofing contractor training courses worth the tuition compared to taking a free local union apprenticeship in Houston?
2 real searches · 1 real-search pass
"Roefs" roofing contractor training courses tuition costGoogle ↗
OBSERVEDInstruction
Houston roofing union apprenticeship free training wages eligibilityGoogle ↗
OBSERVEDYes / no

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 factOther / navigationalComparisonConsequenceReasonDefinitionInstruction50%Yes / no50%

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
"Roefs" roofing contractor training courses tuition cost Google ↗
Houston roofing union apprenticeship free training wages eligibility Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
"Roefs" roofing contractor training courses tuition cost
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Houston roofing union apprenticeship free training wages eligibility
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1