Real ChatGPT answer · index seedu1dJTn6rsLkcompleteHome services and improvement · roofingbrand

What do recent reviews say about the reliability of IKO Cambridge shingles and how do their prices compare to GAF?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent reviews say about the reliability of IKO Cambridge shingles and how do their prices compare to GAF?
2 real searches · 1 real-search pass
IKO Cambridge shingles recent homeowner reviews reliability complaints 2025 2026 vs GAF Timberline HDZGoogle ↗
OBSERVED
IKO Cambridge vs GAF Timberline HDZ price per square installed material cost 2026Google ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
IKO Cambridge shingles recent homeowner reviews reliability complaints 2025 2026 vs GAF Timberline HDZ Google ↗
IKO Cambridge vs GAF Timberline HDZ price per square installed material cost 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IKO Cambridge shingles recent homeowner reviews reliability complaints 2025 2026 vs GAF Timberline HDZ
OBSERVED
Google ↗
AI Mode ↗
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of 1
IKO Cambridge vs GAF Timberline HDZ price per square installed material cost 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1