Real ChatGPT answer · index seedOxqVnyToKm0completeHome services and improvement · roofingcomparison

Is a stone-coated steel roof better than traditional asphalt shingles for resale value if we plan to sell our house in five years when our oldest starts middle school?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is a stone-coated steel roof better than traditional asphalt shingles for resale value if we plan to sell our house in five years when our oldest starts middle school?
2 real searches · 1 real-search pass
stone coated steel roof resale value compared with asphalt shingles home resale return on investment 2025 2026Google ↗
OBSERVED
stone coated steel roofing cost vs asphalt shingles lifespan insurance resale buyer perception real estateGoogle ↗
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
stone coated steel roof resale value compared with asphalt shingles home resale return on investment 2025 2026 Google ↗
stone coated steel roofing cost vs asphalt shingles lifespan insurance resale buyer perception real estate Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
stone coated steel roof resale value compared with asphalt shingles home resale return on investment 2025 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
stone coated steel roofing cost vs asphalt shingles lifespan insurance resale buyer perception real estate
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1