Real ChatGPT answer · index seedSqxdYj3vp5ocompleteHome services and improvement · roofinglocal

Should our family choose architectural or three-tab shingles for our roof replacement project, considering the long-term durability and cost?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Should our family choose architectural or three-tab shingles for our roof replacement project, considering the long-term durability and cost?
2 real searches · 1 real-search pass
architectural shingles vs 3 tab lifespan cost wind resistance 2026 asphalt roofing cost installedGoogle ↗
OBSERVED
architectural shingles vs three tab lifespan wind resistance manufacturer warranty comparison 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
architectural shingles vs 3 tab lifespan cost wind resistance 2026 asphalt roofing cost installed Google ↗
architectural shingles vs three tab lifespan wind resistance manufacturer warranty comparison 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
architectural shingles vs 3 tab lifespan cost wind resistance 2026 asphalt roofing cost installed
OBSERVED
Google ↗
AI Mode ↗
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of 1
architectural shingles vs three tab lifespan wind resistance manufacturer warranty comparison 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1