Real ChatGPT answer · index seeddBBtofaH5pYcompleteHome services and improvement · roofingcomparison

Between QRCA certified contractors and Angie List top rated roofers, which vetting method is more reliable in my area?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between QRCA certified contractors and Angie List top rated roofers, which vetting method is more reliable in my area?
1 real search · 1 real-search pass
QRCA certified roofing contractors certification vetting meaning; Angi top rated roofers screening process reviews background checks Charlotte NC; North Carolina roofing contractor licensing requirementsGoogle ↗
OBSERVEDDefinition

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 (1)
Short factOther / navigationalComparisonConsequenceReasonDefinition100%InstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
QRCA certified roofing contractors certification vetting meaning; Angi top rated roofers screening process reviews background checks Charlotte NC; North Carolina roofing contractor licensing requirements Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
QRCA certified roofing contractors certification vetting meaning; Angi top rated roofers screening process reviews background checks Charlotte NC; North Carolina roofing contractor licensing requirements
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1