Real ChatGPT answer · index seedWxxKJbFixy0completeHome services and improvement · roofingcomparison

Which roofing contractor association in my state offers a better guarantee for a whole roof replacement timeline, NRCA or local certified installers?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which roofing contractor association in my state offers a better guarantee for a whole roof replacement timeline, NRCA or local certified installers?
2 real searches · 1 real-search pass
New York roofing contractor association NRCA member requirements consumer contractor certification roof replacement timeline guaranteeGoogle ↗
OBSERVED
New York State roofing contractor licensing requirements warranty completion date contract roof replacementGoogle ↗
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
New York roofing contractor association NRCA member requirements consumer contractor certification roof replacement timeline guarantee Google ↗
New York State roofing contractor licensing requirements warranty completion date contract roof replacement Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
New York roofing contractor association NRCA member requirements consumer contractor certification roof replacement timeline guarantee
OBSERVED
Google ↗
AI Mode ↗
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of 1
New York State roofing contractor licensing requirements warranty completion date contract roof replacement
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1