Real ChatGPT answer · index seedpzDiuQP0vfMcompleteHome services and improvement · HVACinformational

How much does a commercial grade heat pump system actually save on monthly utility bills compared to an aging gas setup?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much does a commercial grade heat pump system actually save on monthly utility bills compared to an aging gas setup?
2 real searches · 1 real-search pass
Philadelphia Pennsylvania commercial electricity rates 2026 commercial natural gas rates utility tariffs PECOGoogle ↗
OBSERVED
commercial heat pump seasonal COP versus gas furnace efficiency energy cost comparison commercial buildingsGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Philadelphia Pennsylvania commercial electricity rates 2026 commercial natural gas rates utility tariffs PECO Google ↗
commercial heat pump seasonal COP versus gas furnace efficiency energy cost comparison commercial buildings Google ↗
  1. Commercial Natural Gas · active.paenergyratings.com
  2. Commercial Electricity · active.paenergyratings.com
  3. Seasonal Performance Differences and Monthly Bill Impacts · aga.org
  4. ACEEE Report · aceee.org
  5. Building Technologies & Urban Systems Division · eta-publications.lbl.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Philadelphia Pennsylvania commercial electricity rates 2026 commercial natural gas rates utility tariffs PECO
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
commercial heat pump seasonal COP versus gas furnace efficiency energy cost comparison commercial buildings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1