Real ChatGPT answer · index seedDX5FOKVNxTwcompleteEducation · trade schoolscommercial

Which roefs roofing contractor training courses provide the best hands-on apprenticeship hours for someone trying to start their own contracting business?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which roefs roofing contractor training courses provide the best hands-on apprenticeship hours for someone trying to start their own contracting business?
2 real searches · 1 real-search pass
roofing apprenticeship training programs hands-on hours contractor training Texas Houston 2026Google ↗
OBSERVEDInstruction
roofing contractor training courses hands-on apprenticeship hours NRCA PROCertification apprenticeship program TexasGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%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
roofing apprenticeship training programs hands-on hours contractor training Texas Houston 2026 Google ↗
roofing contractor training courses hands-on apprenticeship hours NRCA PROCertification apprenticeship program Texas Google ↗
  1. Roofer's Apprenticeships · b101roofersapprenticeshiphome.com
  2. Home · b101roofersapprenticeshiphome.com
  3. Roofing · nccer.org
  4. SSR Roof Installation Certification · mbci.com
  5. Training & Education · careersinroofing.com
  6. Worker Training and Certification · nrca.net
  7. National Roofing Contractors Association · nrca.net
  8. Residential Construction · hccs.edu
  9. MBCI Metal Institute · mbci.com
  10. Become A Licensed Roofer In Texas – RCAT · rcat.net
  11. Quick Steps to Get Licensed · rcat.net
  12. Find A Licensed Texas Roofing Company – RCAT · rcat.net
  13. Organization website · abchouston.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
roofing apprenticeship training programs hands-on hours contractor training Texas Houston 2026
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
roofing contractor training courses hands-on apprenticeship hours NRCA PROCertification apprenticeship program Texas
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1