Real ChatGPT answer · index seedmrraR7ruE2wcompleteReal estate · commercial real estateinformational

What are the current average energy efficiency upgrade costs per square foot for Class B commercial office buildings

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 current average energy efficiency upgrade costs per square foot for Class B commercial office buildings
2 real searches · 1 real-search pass
2025 2026 commercial office building energy efficiency retrofit costs per square foot LED HVAC controls envelope benchmarking studyGoogle ↗
OBSERVEDReason
commercial building energy retrofit cost per square foot office HVAC lighting controls energy efficiency upgrade cost benchmarkGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
2025 2026 commercial office building energy efficiency retrofit costs per square foot LED HVAC controls envelope benchmarking study Google ↗
commercial building energy retrofit cost per square foot office HVAC lighting controls energy efficiency upgrade cost benchmark Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 commercial office building energy efficiency retrofit costs per square foot LED HVAC controls envelope benchmarking study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
commercial building energy retrofit cost per square foot office HVAC lighting controls energy efficiency upgrade cost benchmark
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1