Real ChatGPT answer · index seed8kxCPSef3ckcompleteEducation · trade schoolscomparison

For my roofing repair company employees, are theNRCA roofing contractor training courses or the CertainTeed ShingleMaster programs more comprehensive and cost-effective this year?

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

The searches the AI actually ran for this prompt.

SEED QUERY
For my roofing repair company employees, are theNRCA roofing contractor training courses or the CertainTeed ShingleMaster programs more comprehensive and cost-effective this year?
2 real searches · 1 real-search pass
2026 NRCA roofing contractor training courses pricing online training certification roofing employeesGoogle ↗
OBSERVED
2026 CertainTeed ShingleMaster program requirements costs training certification pricingGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
2026 NRCA roofing contractor training courses pricing online training certification roofing employees Google ↗
2026 CertainTeed ShingleMaster program requirements costs training certification pricing Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 NRCA roofing contractor training courses pricing online training certification roofing employees
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 CertainTeed ShingleMaster program requirements costs training certification pricing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1