Real ChatGPT answer · index seedWdnrNcFJUf4completeHome services and improvement · roofinglocal

What are the pros and cons of choosing asphalt shingles versus tile for a roof replacement in the desert climate of Phoenix?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the pros and cons of choosing asphalt shingles versus tile for a roof replacement in the desert climate of Phoenix?
2 real searches · 1 real-search pass
Phoenix Arizona asphalt shingles vs concrete tile roof heat lifespan underlayment climate recommendationsGoogle ↗
OBSERVED
ENERGY STAR cool roof shingles solar reflectance roof tile Phoenix hot climateGoogle ↗
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
Phoenix Arizona asphalt shingles vs concrete tile roof heat lifespan underlayment climate recommendations Google ↗
ENERGY STAR cool roof shingles solar reflectance roof tile Phoenix hot climate Google ↗
  1. Cool Roofs · energystar.gov
  2. Cool Roofs: How They Work · coolcalifornia.arb.ca.gov
  3. Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Phoenix Arizona asphalt shingles vs concrete tile roof heat lifespan underlayment climate recommendations
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ENERGY STAR cool roof shingles solar reflectance roof tile Phoenix hot climate
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1