Real ChatGPT answer · index seedHLLR2Z9cezIcompleteHome services and improvement · HVACinformational

What is the payback period for upgrading to a high efficiency heat pump system with a very high SEER rating in our climate?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the payback period for upgrading to a high efficiency heat pump system with a very high SEER rating in our climate?
3 real searches · 1 real-search pass
2026 federal tax credits heat pump residential HVAC Arizona current statusGoogle ↗
OBSERVEDConsequence
Phoenix Arizona residential electricity rates 2026 APS SRP heat pump efficiency SEER2 savings cooling climateGoogle ↗
OBSERVEDComparison
Phoenix Arizona climate cooling season cooling degree days heat pump SEER2 energy savings paybackGoogle ↗
OBSERVEDConsequence

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%Consequence67%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 tax credits heat pump residential HVAC Arizona current status Google ↗
Phoenix Arizona residential electricity rates 2026 APS SRP heat pump efficiency SEER2 savings cooling climate Google ↗
Phoenix Arizona climate cooling season cooling degree days heat pump SEER2 energy savings payback Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 federal tax credits heat pump residential HVAC Arizona current status
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Phoenix Arizona residential electricity rates 2026 APS SRP heat pump efficiency SEER2 savings cooling climate
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Phoenix Arizona climate cooling season cooling degree days heat pump SEER2 energy savings payback
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1