Real ChatGPT answer · index seed68cJjq6pcy0completeHome services and improvement · roofingcommercial

Which roof moss removal products are safe to use on commercial shingle roofs without voiding the manufacturer warranty

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which roof moss removal products are safe to use on commercial shingle roofs without voiding the manufacturer warranty
1 real search · 1 real-search pass
asphalt shingle manufacturer roof cleaning moss algae warranty approved cleaning instructions GAF CertainTeed Owens Corning ARMA commercialGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
asphalt shingle manufacturer roof cleaning moss algae warranty approved cleaning instructions GAF CertainTeed Owens Corning ARMA commercial Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
asphalt shingle manufacturer roof cleaning moss algae warranty approved cleaning instructions GAF CertainTeed Owens Corning ARMA commercial
OBSERVED
Google ↗
AI Mode ↗
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