Real ChatGPT answer · index seedOn3VZAIZ7DscompleteHome services and improvement · roofingbrand

Is IKO Cambridge architectural shingles reputation as a budget friendly option justified or will I regret choosing them in five years

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is IKO Cambridge architectural shingles reputation as a budget friendly option justified or will I regret choosing them in five years
1 real search · 1 real-search pass
IKO Cambridge architectural shingles reviews durability warranty wind resistance 2026; IKO Cambridge shingles contractor reviews problems granule loss crackingGoogle ↗
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
IKO Cambridge architectural shingles reviews durability warranty wind resistance 2026; IKO Cambridge shingles contractor reviews problems granule loss cracking Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IKO Cambridge architectural shingles reviews durability warranty wind resistance 2026; IKO Cambridge shingles contractor reviews problems granule loss cracking
OBSERVED
Google ↗
AI Mode ↗
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