Real ChatGPT answer · index seeda3oNgUsDnzMcompleteReal estate · home inspectionsinformational

What is the typical lifespan of a roof with architectural shingles according to current home inspection standards in rainy climates.

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the typical lifespan of a roof with architectural shingles according to current home inspection standards in rainy climates.
2 real searches · 1 real-search pass
architectural asphalt shingles typical service life home inspection standards rainy humid climate inspector roof life expectancyGoogle ↗
OBSERVED
InterNACHI roof life expectancy architectural asphalt shingles inspection standards remaining life rainy 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
architectural asphalt shingles typical service life home inspection standards rainy humid climate inspector roof life expectancy Google ↗
InterNACHI roof life expectancy architectural asphalt shingles inspection standards remaining life rainy climate Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
architectural asphalt shingles typical service life home inspection standards rainy humid climate inspector roof life expectancy
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
InterNACHI roof life expectancy architectural asphalt shingles inspection standards remaining life rainy climate
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1