Real ChatGPT answer · index seedcPGlcMFCLV4completeReal estate · new constructionbrand

Which is safer against hail damage, a standing seam metal roof or high-end dimensional asphalt shingles?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which is safer against hail damage, a standing seam metal roof or high-end dimensional asphalt shingles?
1 real search · 1 real-search pass
standing seam metal roofing hail resistance versus impact resistant asphalt shingles UL 2218 Class 4 FM 4473 manufacturer guidanceGoogle ↗
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
standing seam metal roofing hail resistance versus impact resistant asphalt shingles UL 2218 Class 4 FM 4473 manufacturer guidance Google ↗
  1. TECHNICAL BULLETIN · asphaltroofing.org
  2. 2025 FORTIFIED © Home Standard · fortifiedcommercial.org
  3. FORTIFIED Roof - FORTIFIED · fortifiedhome.org
  4. Asphalt Shingle Roofs · basc.pnnl.gov
  5. Metal Roofs · basc.pnnl.gov
  6. The Effects of Hail on Metal Roofing Systems · iibec.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
standing seam metal roofing hail resistance versus impact resistant asphalt shingles UL 2218 Class 4 FM 4473 manufacturer guidance
OBSERVED
Google ↗
AI Mode ↗
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