Real ChatGPT answer · index seedgZgSx1FxBm4completeEducation · trade schoolsbrand

What are people saying on Reddit about whether roefs roofing contractor training courses are a scam or actually worth the money?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are people saying on Reddit about whether roefs roofing contractor training courses are a scam or actually worth the money?
3 real searches · 1 real-search pass
ROEFS roofing contractor training courses reviews complaints refund pricing 2026Google ↗
OBSERVED
site:reddit.com "ROEFS" roofing contractor training course reviews scam worth itGoogle ↗
OBSERVED
site:reddit.com "Roofing Contractor Elite" ROEFS trainingGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
ROEFS roofing contractor training courses reviews complaints refund pricing 2026 Google ↗
site:reddit.com "ROEFS" roofing contractor training course reviews scam worth it Google ↗
site:reddit.com "Roofing Contractor Elite" ROEFS training Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ROEFS roofing contractor training courses reviews complaints refund pricing 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
site:reddit.com "ROEFS" roofing contractor training course reviews scam worth it
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
site:reddit.com "Roofing Contractor Elite" ROEFS training
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1