Real ChatGPT answer · index seedPB7nitFXVMkcompleteHome services and improvement · roofinginformational

I just graduated and bought a fixer-upper with a leaky metal roof, but my dad swears asphalt shingles are better for our budget. Can you break down the real pros and cons of asphalt versus metal roof options for someone tight on cash?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I just graduated and bought a fixer-upper with a leaky metal roof, but my dad swears asphalt shingles are better for our budget. Can you break down the real pros and cons of asphalt versus metal roof options for someone tight on cash?
2 real searches · 1 real-search pass
asphalt shingles metal roofing cost lifespan comparison installation maintenance ENERGY STAR metal roof cool roofGoogle ↗
OBSERVED
Pennsylvania roofing asphalt shingles metal roof snow wind building code homeowner 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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
asphalt shingles metal roofing cost lifespan comparison installation maintenance ENERGY STAR metal roof cool roof Google ↗
Pennsylvania roofing asphalt shingles metal roof snow wind building code homeowner guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
asphalt shingles metal roofing cost lifespan comparison installation maintenance ENERGY STAR metal roof cool roof
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Pennsylvania roofing asphalt shingles metal roof snow wind building code homeowner guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1