Real ChatGPT answer · index seedKyV50zfXe0wcompleteHome services and improvement · roofingcommercial

Can you compare asphalt versus metal roof options for a budget-conscious first-time homeowner who wants something durable that will last decades without major repairs?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare asphalt versus metal roof options for a budget-conscious first-time homeowner who wants something durable that will last decades without major repairs?
2 real searches · 1 real-search pass
Florida roofing metal vs asphalt shingles lifespan cost hurricane wind resistance Miami-Dade code official guidanceGoogle ↗
OBSERVEDComparison
ENERGY STAR cool roof metal asphalt shingles Florida roof reflectance guidanceGoogle ↗
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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
Florida roofing metal vs asphalt shingles lifespan cost hurricane wind resistance Miami-Dade code official guidance Google ↗
ENERGY STAR cool roof metal asphalt shingles Florida roof reflectance guidance Google ↗
  1. Hurricane Mitigation · miamidade.gov
  2. Hurricane Retrofit Guide · apps.floridadisaster.org
  3. Cool Roofs · energystar.gov
  4. Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Florida roofing metal vs asphalt shingles lifespan cost hurricane wind resistance Miami-Dade code official guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
ENERGY STAR cool roof metal asphalt shingles Florida roof reflectance guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1