Real ChatGPT answer · index seed09YH7SnazB8completeReal estate · commercial real estateinformational

I am writing a term paper on office building energy efficiency and want to know what retrofits offer the best return on investment for landlords.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am writing a term paper on office building energy efficiency and want to know what retrofits offer the best return on investment for landlords.
3 real searches · 1 real-search pass
office building energy efficiency retrofit measures payback LED lighting HVAC controls building automation DOE commercial buildingsGoogle ↗
OBSERVEDComparison
ENERGY STAR commercial buildings energy efficiency upgrades lighting HVAC controls savings payback office buildingsGoogle ↗
OBSERVEDComparison
office building retrofit economics landlord split incentives energy efficiency rent value studyGoogle ↗
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 (3)
Short factOther / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
office building energy efficiency retrofit measures payback LED lighting HVAC controls building automation DOE commercial buildings Google ↗
ENERGY STAR commercial buildings energy efficiency upgrades lighting HVAC controls savings payback office buildings Google ↗
office building retrofit economics landlord split incentives energy efficiency rent value study Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
office building energy efficiency retrofit measures payback LED lighting HVAC controls building automation DOE commercial buildings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
ENERGY STAR commercial buildings energy efficiency upgrades lighting HVAC controls savings payback office buildings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
office building retrofit economics landlord split incentives energy efficiency rent value study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1