Real ChatGPT answer · index seedxiBwIcbDXjocompleteTelecom and utilities · switching providerscommercial

Help me find commercial utility brokers who can help my small manufacturing plant find cheaper gas and power providers in Ohio.

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Help me find commercial utility brokers who can help my small manufacturing plant find cheaper gas and power providers in Ohio.
1 real search · 1 real-search pass
Ohio commercial electricity and natural gas brokers industrial manufacturing energy procurement consultants Ohio broker servicesGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Ohio commercial electricity and natural gas brokers industrial manufacturing energy procurement consultants Ohio broker services Google ↗
  1. Ampica Energy · ampica.com
  2. Muirfield Energy Ohio · muirfieldenergy.com
  3. Brakey Energy · brakeyenergy.com
  4. Ohio Energy Broker | Ohio Electric Broker · brakeyenergy.com
  5. Triple S Energy Management · triplesenergy.com
  6. Sustainable Energy Services · sustainable-energy-services.com
  7. Peak 5 Energy · peak5energy.com
  8. Energy Procurment · mcgranahanassociates.com
  9. Public Utilities Commission of Ohio (PUCO) · puco.ohio.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ohio commercial electricity and natural gas brokers industrial manufacturing energy procurement consultants Ohio broker services
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1