Real ChatGPT answer · index seed4Hpx5uH89TkcompleteReal estate · commercial real estatehowto

What are the most cost effective ways to audit an older commercial building to find out why its energy efficiency is so terrible?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the most cost effective ways to audit an older commercial building to find out why its energy efficiency is so terrible?
2 real searches · 1 real-search pass
U.S. DOE commercial building energy audit levels ASHRAE Level I II retro-commissioning guide low cost diagnosticsGoogle ↗
OBSERVEDInstruction
NYC commercial building energy audit retro-commissioning incentives NYSERDA Con Edison 2026Google ↗
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%ConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 2 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
U.S. DOE commercial building energy audit levels ASHRAE Level I II retro-commissioning guide low cost diagnostics Google ↗
NYC commercial building energy audit retro-commissioning incentives NYSERDA Con Edison 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
U.S. DOE commercial building energy audit levels ASHRAE Level I II retro-commissioning guide low cost diagnostics
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NYC commercial building energy audit retro-commissioning incentives NYSERDA Con Edison 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1