Real ChatGPT answer · index seedHhW2NyYnEUwcompleteHome services and improvement · roofingbrand

Are IKO Cambridge architectural shingles any good, or are the negative reviews about premature blistering and granule loss true for families living in hot climates?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are IKO Cambridge architectural shingles any good, or are the negative reviews about premature blistering and granule loss true for families living in hot climates?
1 real search · 1 real-search pass
IKO Cambridge shingles premature blistering granule loss hot climate reviews warranty technical data TexasGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
IKO Cambridge shingles premature blistering granule loss hot climate reviews warranty technical data Texas Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IKO Cambridge shingles premature blistering granule loss hot climate reviews warranty technical data Texas
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1