Real ChatGPT answer · index seedcpzJuVql63EcompleteHome services and improvement · roofingbrand

Is IKO Cambridge a reliable shingle brand or should I push back and ask our contractor for Atlas or GAF instead?

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 a reliable shingle brand or should I push back and ask our contractor for Atlas or GAF instead?
1 real search · 1 real-search pass
IKO Cambridge vs Atlas Pinnacle Pristine vs GAF Timberline HDZ reliability warranty wind resistance algae resistance independent reviewsGoogle ↗
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 vs Atlas Pinnacle Pristine vs GAF Timberline HDZ reliability warranty wind resistance algae resistance independent reviews Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IKO Cambridge vs Atlas Pinnacle Pristine vs GAF Timberline HDZ reliability warranty wind resistance algae resistance independent reviews
OBSERVED
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