Real ChatGPT answer · index seedWoI5ehgPtG8completeEducation · trade schoolscommercial

Looking for reviews on roefs roofing contractor training courses to see if they provide enough hands on practice for beginners

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for reviews on roefs roofing contractor training courses to see if they provide enough hands on practice for beginners
2 real searches · 1 real-search pass
"ROEFS" roofing contractor training courses reviews hands-on practice beginnersGoogle ↗
OBSERVEDInstruction
ROEFS roofing training course reviewsGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason50%DefinitionInstruction50%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 hands-on practice beginners Google ↗
ROEFS roofing training course reviews Google ↗
  1. Roofing academy? · reddit.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
"ROEFS" roofing contractor training courses reviews hands-on practice beginners
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
ROEFS roofing training course reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1