Real ChatGPT answer · index seedcajLsCx6lF0completeHome services and improvement · roofingcommercial

What is the difference between architectural three tab and luxury designer shingles when looking at long term performance and cost?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the difference between architectural three tab and luxury designer shingles when looking at long term performance and cost?
1 real search · 1 real-search pass
2026 asphalt shingle roofing cost per square architectural luxury designer three tab cost installed lifespan manufacturer specificationsGoogle ↗
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
2026 asphalt shingle roofing cost per square architectural luxury designer three tab cost installed lifespan manufacturer specifications Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 asphalt shingle roofing cost per square architectural luxury designer three tab cost installed lifespan manufacturer specifications
OBSERVED
Google ↗
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