Real ChatGPT answer · index seedLlE4zeGkTM0completeEducation · trade schoolscommercial

Are roefs roofing contractor training courses worth the money or should my husband just learn on the job as an apprentice

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are roefs roofing contractor training courses worth the money or should my husband just learn on the job as an apprentice
2 real searches · 1 real-search pass
ROEFS roofing contractor training courses reviews cost curriculum roofingGoogle ↗
OBSERVEDInstruction
ROEFS roofing education training contractor courses official websiteGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / no

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 reviews cost curriculum roofing Google ↗
ROEFS roofing education training contractor courses official website Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ROEFS roofing contractor training courses reviews cost curriculum roofing
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
ROEFS roofing education training contractor courses official website
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1