Real ChatGPT answer · index seedvR1C3GhpkH4completeTelecom and utilities · energy efficiencycommercial

Is it worth paying a professional to insulate my attic or can I do it myself using materials from the local home improvement store

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is it worth paying a professional to insulate my attic or can I do it myself using materials from the local home improvement store
1 real search · 1 real-search pass
U.S. Department of Energy attic insulation DIY air sealing ventilation R-value West Virginia climate zone recommendationsGoogle ↗
OBSERVEDInstruction

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 (1)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
U.S. Department of Energy attic insulation DIY air sealing ventilation R-value West Virginia climate zone recommendations Google ↗
  1. step-by-step attic insulation guide · energystar.gov
  2. Air Sealing Existing Attics · bsesc.energy.gov
  3. Well-Insulated and Sealed Attic · energystar.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
U.S. Department of Energy attic insulation DIY air sealing ventilation R-value West Virginia climate zone recommendations
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1