Real ChatGPT answer · index seedupmEy5WcvU4completeHome services and improvement · contractors and remodelingcommercial

Looking for siding replacement options that can improve my home energy rating and lower my monthly utility bills.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for siding replacement options that can improve my home energy rating and lower my monthly utility bills.
1 real search · 1 real-search pass
Michigan insulated siding energy efficiency R value continuous exterior insulation siding retrofit cost 2026Google ↗
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
Michigan insulated siding energy efficiency R value continuous exterior insulation siding retrofit cost 2026 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Michigan insulated siding energy efficiency R value continuous exterior insulation siding retrofit cost 2026
OBSERVED
Google ↗
AI Mode ↗
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