Real ChatGPT answer · index seed50dK17UPMAocompleteHome services and improvement · plumbinginformational

What insulation materials work best for wrapping exposed water pipes in a crawl space during subzero temperatures?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What insulation materials work best for wrapping exposed water pipes in a crawl space during subzero temperatures?
1 real search · 1 real-search pass
best practices insulating water pipes crawl space freeze protection closed cell foam heat cable vapor barrier extension serviceGoogle ↗
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
best practices insulating water pipes crawl space freeze protection closed cell foam heat cable vapor barrier extension service Google ↗
  1. Insulating Plumbing Pipes · basc.pnnl.gov
  2. Unvented, Insulated Crawlspaces · basc.pnnl.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best practices insulating water pipes crawl space freeze protection closed cell foam heat cable vapor barrier extension service
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1