Real ChatGPT answer · index seedbyiRukKZZb4completeHome services and improvement · roofinglocal

Compare the true long-term costs of installing an architectural asphalt shingle roof versus a standing seam metal roof for a house in the Philadelphia region.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the true long-term costs of installing an architectural asphalt shingle roof versus a standing seam metal roof for a house in the Philadelphia region.
3 real searches · 1 real-search pass
Philadelphia PA roof replacement cost architectural asphalt shingles standing seam metal roof installed cost 2026Google ↗
OBSERVED
standing seam metal roof lifespan maintenance cost asphalt architectural shingles lifespan replacement lifecycle cost sourcesGoogle ↗
OBSERVED
Philadelphia climate freeze thaw snow roofing asphalt shingles metal roof energy savings insurance fire resistanceGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Philadelphia PA roof replacement cost architectural asphalt shingles standing seam metal roof installed cost 2026 Google ↗
standing seam metal roof lifespan maintenance cost asphalt architectural shingles lifespan replacement lifecycle cost sources Google ↗
Philadelphia climate freeze thaw snow roofing asphalt shingles metal roof energy savings insurance fire resistance Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Philadelphia PA roof replacement cost architectural asphalt shingles standing seam metal roof installed cost 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
standing seam metal roof lifespan maintenance cost asphalt architectural shingles lifespan replacement lifecycle cost sources
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Philadelphia climate freeze thaw snow roofing asphalt shingles metal roof energy savings insurance fire resistance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1