Real ChatGPT answer · index seedjVLC5OT472wcompleteHome services and improvement · roofinglocal

Is it safe to use cheap roof moss removal products on asphalt shingles or will it void any remaining warranties?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it safe to use cheap roof moss removal products on asphalt shingles or will it void any remaining warranties?
1 real search · 1 real-search pass
asphalt shingle manufacturer warranty moss algae removal cleaning instructions GAF CertainTeed Owens Corning bleach zinc sulfateGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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
asphalt shingle manufacturer warranty moss algae removal cleaning instructions GAF CertainTeed Owens Corning bleach zinc sulfate Google ↗
  1. To: GAF Residential Sales, GAF Contractors, Field · gaf.com
  2. To: GAF Residential Sales, GAF Contractors, Field · documents.gaf.com
  3. TB-10022493-A · dcpd6wotaa0mb.cloudfront.net
  4. Owens Corning Warranty Widget · owenscorning.com
  5. Algae Discoloration of Roofs · asphaltroofing.org
  6. TECHNICAL BULLETIN · asphaltroofing.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
asphalt shingle manufacturer warranty moss algae removal cleaning instructions GAF CertainTeed Owens Corning bleach zinc sulfate
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1