Real ChatGPT answer · index seedFor0CmDqy58completeHome services and improvement · appliancesinformational

Do multi zone ductless mini split AC units save enough money on heating oil to justify the high upfront installation cost for a tight budget

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

The searches the AI actually ran for this prompt.

SEED QUERY
Do multi zone ductless mini split AC units save enough money on heating oil to justify the high upfront installation cost for a tight budget
3 real searches · 1 real-search pass
ductless heat pump savings versus heating oil operating cost cold climate efficiency payback DOEGoogle ↗
OBSERVED
EIA residential heating oil prices 2025 2026 average price heating seasonGoogle ↗
OBSERVED
Massachusetts clean energy center air source heat pump cost savings heating oil case studyGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
ductless heat pump savings versus heating oil operating cost cold climate efficiency payback DOE Google ↗
EIA residential heating oil prices 2025 2026 average price heating season Google ↗
Massachusetts clean energy center air source heat pump cost savings heating oil case study Google ↗
  1. Memorandum · mass.gov
  2. Cold Climate Air Source Heat Pumps · nrel.gov
  3. Ductless Heating & Cooling · energystar.gov
  4. Heat Pump Systems · energy.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ductless heat pump savings versus heating oil operating cost cold climate efficiency payback DOE
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
EIA residential heating oil prices 2025 2026 average price heating season
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Massachusetts clean energy center air source heat pump cost savings heating oil case study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1