Real ChatGPT answer · index seediWmRUjSuE3gcompleteTelecom and utilities · energy efficiencycommercial

Looking for unbiased reviews on whether commercial grade geothermal heating systems are worth the upfront investment for a 10 person architectural firm.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for unbiased reviews on whether commercial grade geothermal heating systems are worth the upfront investment for a 10 person architectural firm.
3 real searches · 1 real-search pass
commercial geothermal heat pump office building lifecycle cost upfront cost payback case study DOE commercial buildingsGoogle ↗
OBSERVEDReason
commercial ground source heat pump economics office buildings installation cost maintenance limitations federal incentives 2026Google ↗
OBSERVEDReason
New Jersey commercial geothermal heat pump incentives 2026 businessGoogle ↗
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 (3)
Short factOther / navigationalComparison33%ConsequenceReason67%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
commercial geothermal heat pump office building lifecycle cost upfront cost payback case study DOE commercial buildings Google ↗
commercial ground source heat pump economics office buildings installation cost maintenance limitations federal incentives 2026 Google ↗
New Jersey commercial geothermal heat pump incentives 2026 business Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial geothermal heat pump office building lifecycle cost upfront cost payback case study DOE commercial buildings
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
commercial ground source heat pump economics office buildings installation cost maintenance limitations federal incentives 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
New Jersey commercial geothermal heat pump incentives 2026 business
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1