Real ChatGPT answer · index seedQ5lzfKjTJoAcompleteHome services and improvement · roofingbrand

CertainTeed versus IKO asphalt shingles price and quality comparison for a homeowner who wants to spend the absolute minimum

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

The searches the AI actually ran for this prompt.

SEED QUERY
CertainTeed versus IKO asphalt shingles price and quality comparison for a homeowner who wants to spend the absolute minimum
1 real search · 1 real-search pass
CertainTeed vs IKO asphalt shingles price quality warranty 2026 homeowner cheapest 3-tab shingles KansasGoogle ↗
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
CertainTeed vs IKO asphalt shingles price quality warranty 2026 homeowner cheapest 3-tab shingles Kansas Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed vs IKO asphalt shingles price quality warranty 2026 homeowner cheapest 3-tab shingles Kansas
OBSERVED
Google ↗
AI Mode ↗
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