Real ChatGPT answer · index seedUPYZLvHaDWYcompleteTelecom and utilities · energy efficiencycommercial

My contractor is quoting me ten thousand dollars for a geothermal heating system installation this week, but what are the real long term energy savings and are there local tax credits?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My contractor is quoting me ten thousand dollars for a geothermal heating system installation this week, but what are the real long term energy savings and are there local tax credits?
3 real searches · 1 real-search pass
2026 federal residential geothermal heat pump tax credit 25D 25C expiration current law Wisconsin incentivesGoogle ↗
OBSERVEDConsequence
Milwaukee Wisconsin geothermal heat pump Focus on Energy incentives 2026 residential tax credits geothermal heat pumpGoogle ↗
OBSERVEDComparison
Wisconsin geothermal heat pump residential savings operating costs electricity natural gas rates Focus on Energy rebateGoogle ↗
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 / navigationalComparison67%Consequence33%ReasonDefinitionInstructionYes / 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
2026 federal residential geothermal heat pump tax credit 25D 25C expiration current law Wisconsin incentives Google ↗
Milwaukee Wisconsin geothermal heat pump Focus on Energy incentives 2026 residential tax credits geothermal heat pump Google ↗
Wisconsin geothermal heat pump residential savings operating costs electricity natural gas rates Focus on Energy rebate Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 federal residential geothermal heat pump tax credit 25D 25C expiration current law Wisconsin incentives
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Milwaukee Wisconsin geothermal heat pump Focus on Energy incentives 2026 residential tax credits geothermal heat pump
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Wisconsin geothermal heat pump residential savings operating costs electricity natural gas rates Focus on Energy rebate
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1