Real ChatGPT answer · index seede00HpjxtZrUcompleteHome services and improvement · flooringcomparison

Are electric radiant floor heating mats more energy-efficient than hydronic tubing systems when retrofitting an existing bathroom slab during a gut renovation?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are electric radiant floor heating mats more energy-efficient than hydronic tubing systems when retrofitting an existing bathroom slab during a gut renovation?
2 real searches · 1 real-search pass
electric radiant floor heating mats hydronic radiant floor heat pump efficiency retrofit concrete slab bathroom installation insulation energy efficiencyGoogle ↗
OBSERVED
DOE radiant floor heating hydronic heat pump efficiency electric resistance radiant floor heatingGoogle ↗
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
electric radiant floor heating mats hydronic radiant floor heat pump efficiency retrofit concrete slab bathroom installation insulation energy efficiency Google ↗
DOE radiant floor heating hydronic heat pump efficiency electric resistance radiant floor heating Google ↗
  1. Heat Pump Systems · energy.gov
  2. BUILDING TECHNOLOGIES PROGRAM · energy.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
electric radiant floor heating mats hydronic radiant floor heat pump efficiency retrofit concrete slab bathroom installation insulation energy efficiency
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
DOE radiant floor heating hydronic heat pump efficiency electric resistance radiant floor heating
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1