Real ChatGPT answer · index seedpupvq6odfUocompleteTelecom and utilities · energy efficiencycomparison
Compare the initial setup costs and long term ROI of commercial geothermal heating systems versus upgrading our existing HVAC unit for a small retail shop in Ohio.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the initial setup costs and long term ROI of commercial geothermal heating systems versus upgrading our existing HVAC unit for a small retail shop in Ohio.
3 real searches · 1 real-search pass
commercial geothermal heat pump installed cost small commercial building cost per ton 2025 OhioGoogle ↗
OBSERVEDComparison
Ohio commercial geothermal incentives tax credits 2026 commercial buildings geothermal heat pumpGoogle ↗
OBSERVEDComparison
commercial HVAC replacement cost small retail rooftop unit 2025 energy savings heat pump upgradeGoogle ↗
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)
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 installed cost small commercial building cost per ton 2025 Ohio Google ↗
Ohio commercial geothermal incentives tax credits 2026 commercial buildings geothermal heat pump Google ↗
commercial HVAC replacement cost small retail rooftop unit 2025 energy savings heat pump upgrade Google ↗
- Rooftop Unit Replacement Cost Guide (2025): Commercial RTU Pricing · hvacdatabase.com
- Pathways to Commercial Liftoff: Geothermal Heating and Cooling · energy.gov
- Commercial AC Unit Cost and Installation Prices 2026 · pickhvac.com
- Property Assessed Clean Energy (PACE) · ohioairquality.ohio.gov
- Tax Credits, Incentives, and Technical Assistance for Geothermal Heat Pumps · energy.gov
- Energy efficient commercial buildings deduction · irs.gov
- 26 U.S.C. § 48: Energy credit · uscode.house.gov
- What Ohio's 2025 Budget Means for Efficiency Incentives · ohiocommercialenergy.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial geothermal heat pump installed cost small commercial building cost per ton 2025 Ohio OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Ohio commercial geothermal incentives tax credits 2026 commercial buildings geothermal heat pump OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
commercial HVAC replacement cost small retail rooftop unit 2025 energy savings heat pump upgrade OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |