Real ChatGPT answer · index seedirFXUlWitpkcompleteTelecom and utilities · energy efficiencyinformational
What are the precise wattage thresholds where swapping T8 fluorescent tubes for integrated LED tubes yields the fastest payback period for a 50000 square foot commercial warehouse in Ohio?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the precise wattage thresholds where swapping T8 fluorescent tubes for integrated LED tubes yields the fastest payback period for a 50000 square foot commercial warehouse in Ohio?
3 real searches · 1 real-search pass
Ohio commercial electricity average price cents per kWh 2025 2026 EIAGoogle ↗
OBSERVEDShort fact
T8 fluorescent lamp system input watts ballast factor 32W T8 ballast losses LED replacement 15W 18W DOEGoogle ↗
OBSERVEDConsequence
integrated LED T8 tube DLC qualified product efficacy wattage pricing commercial retrofit paybackGoogle ↗
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
Ohio commercial electricity average price cents per kWh 2025 2026 EIA Google ↗
T8 fluorescent lamp system input watts ballast factor 32W T8 ballast losses LED replacement 15W 18W DOE Google ↗
integrated LED T8 tube DLC qualified product efficacy wattage pricing commercial retrofit payback Google ↗
- Electric Power Annual · eia.gov
- Ohio electricity price: 19.38¢/kWh, Aug 2026 · powerbillfacts.com
- Information Bulletin · dgs.ca.gov
- Code of Federal Regulations > Title 10 > Chapter II > Part 430 > Appendix Appendix Q - Appendix Q to Subpart B of Part 430—Uniform Test Method for Measuring the Energy Consumption of Fluorescent Lamp Ballasts · customsmobile.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Ohio commercial electricity average price cents per kWh 2025 2026 EIA OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
T8 fluorescent lamp system input watts ballast factor 32W T8 ballast losses LED replacement 15W 18W DOE OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
integrated LED T8 tube DLC qualified product efficacy wattage pricing commercial retrofit payback OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |