Real ChatGPT answer · index seedsLTDIKxqDvscompleteHome services and improvement · roofingbrand

Why are people complaining about CertainTeed shingle granules falling off prematurely on recent Reddit threads and should I cancel my contract for this afternoon

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Why are people complaining about CertainTeed shingle granules falling off prematurely on recent Reddit threads and should I cancel my contract for this afternoon
3 real searches · 1 real-search pass
site:reddit.com CertainTeed shingles granules falling off premature granule loss 2025 2026Google ↗
OBSERVEDReason
CertainTeed asphalt shingles granule loss warranty manufacturing defect 2025 2026Google ↗
OBSERVEDConsequence
CertainTeed shingle granule loss complaints recent Reddit Landmark NorthgateGoogle ↗
OBSERVEDReason

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 (3)
Short factOther / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
site:reddit.com CertainTeed shingles granules falling off premature granule loss 2025 2026 Google ↗
CertainTeed asphalt shingles granule loss warranty manufacturing defect 2025 2026 Google ↗
CertainTeed shingle granule loss complaints recent Reddit Landmark Northgate Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
site:reddit.com CertainTeed shingles granules falling off premature granule loss 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CertainTeed asphalt shingles granule loss warranty manufacturing defect 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
CertainTeed shingle granule loss complaints recent Reddit Landmark Northgate
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1