Real ChatGPT answer · index seedih460awPSzkcompleteHome services and improvement · flooringinformational

Can Mannington Adura Rigid vinyl planks be installed over in floor radiant heating systems without warping when the heat kicks on this winter?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can Mannington Adura Rigid vinyl planks be installed over in floor radiant heating systems without warping when the heat kicks on this winter?
1 real search · 1 real-search pass
Mannington ADURA Rigid installation instructions radiant heat maximum floor temperature 85°FGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
Mannington ADURA Rigid installation instructions radiant heat maximum floor temperature 85°F Google ↗
  1. INSTALLATION GUIDELINES · assets.ctfassets.net
  2. ADURA®Rigid Installation Information · mannington.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Mannington ADURA Rigid installation instructions radiant heat maximum floor temperature 85°F
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1