Real ChatGPT answer · index seed4msjVx1x1r8completeReal estate · new constructionbrand

Why do some two story houses built by Ryan Homes have such high energy bills in the winter

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

The searches the AI actually ran for this prompt.

SEED QUERY
Why do some two story houses built by Ryan Homes have such high energy bills in the winter
2 real searches · 1 real-search pass
Ryan Homes two story winter high energy bills HVAC insulation air sealing complaints constructionGoogle ↗
OBSERVEDReason
ENERGY STAR home heating energy loss attic air sealing duct leakage two story HVAC balancingGoogle ↗
OBSERVEDComparison

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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Ryan Homes two story winter high energy bills HVAC insulation air sealing complaints construction Google ↗
ENERGY STAR home heating energy loss attic air sealing duct leakage two story HVAC balancing Google ↗
  1. Duct Sealing · energystar.gov
  2. Locating Air Leaks · energystar.gov
  3. Assess the Level of Opportunity · energystar.gov
  4. Attic Air Sealing Project · energystar.gov
  5. NVR, Inc | BBB Complaints · bbb.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ryan Homes two story winter high energy bills HVAC insulation air sealing complaints construction
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ENERGY STAR home heating energy loss attic air sealing duct leakage two story HVAC balancing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1