Real ChatGPT answer · index seedZVz8QobQIuYcompleteReal estate · new constructioninformational

Which is more durable against hail and high winds over a thirty-year mortgage, a class 4 impact-resistant asphalt shingle or a basic corrugated metal roof, and what is the price premium?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which is more durable against hail and high winds over a thirty-year mortgage, a class 4 impact-resistant asphalt shingle or a basic corrugated metal roof, and what is the price premium?
2 real searches · 1 real-search pass
Class 4 impact resistant asphalt shingles UL 2218 hail warranty wind rating durability lifespan metal roofing exposed fastener corrugated steel roof lifespan maintenanceGoogle ↗
OBSERVEDReason
2026 corrugated metal roofing installed cost per square asphalt class 4 impact resistant shingles cost premium per squareGoogle ↗
OBSERVEDComparison

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.

ChatGPT real searches (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Class 4 impact resistant asphalt shingles UL 2218 hail warranty wind rating durability lifespan metal roofing exposed fastener corrugated steel roof lifespan maintenance Google ↗
2026 corrugated metal roofing installed cost per square asphalt class 4 impact resistant shingles cost premium per square Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Class 4 impact resistant asphalt shingles UL 2218 hail warranty wind rating durability lifespan metal roofing exposed fastener corrugated steel roof lifespan maintenance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 corrugated metal roofing installed cost per square asphalt class 4 impact resistant shingles cost premium per square
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1