Real ChatGPT answer · index seede0s9Za3fnjUcompleteTelecom and utilities · switching providerscommercial

What are the best utility comparison websites or government tools in Pennsylvania to help me find a cheaper generation supplier for our household electricity and natural gas?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best utility comparison websites or government tools in Pennsylvania to help me find a cheaper generation supplier for our household electricity and natural gas?
2 real searches · 1 real-search pass
Pennsylvania PUC PAPowerSwitch PA Gas Switch official supplier comparison tools 2026 ratesGoogle ↗
OBSERVEDComparison
Pennsylvania official compare electricity generation suppliers PAPowerSwitch PUC natural gas shopping official comparison toolGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT2 real searches · gpt-6
Pennsylvania PUC PAPowerSwitch PA Gas Switch official supplier comparison tools 2026 rates Google ↗
Pennsylvania official compare electricity generation suppliers PAPowerSwitch PUC natural gas shopping official comparison tool Google ↗
  1. Visit PAPowerSwitch.com · papowerswitch.com
  2. Shop For Your Home’s Electricity in Pennsylvania · papowerswitch.com
  3. Visit PAGasSwitch.com · pagasswitch.com
  4. Shop Home Natural Gas Rates in Pennsylvania · pagasswitch.com
  5. Visit OCA Shopping Resources · oca.pa.gov
  6. Home · oca.pa.gov
  7. Visit Pennsylvania PUC · puc.pa.gov
  8. Licensed Suppliers · puc.beta.pa.gov
  9. Licensed Suppliers · puc.beta.pa.gov
  10. PECO · peco.com
  11. PPL Electric · pplelectric.com
  12. Duquesne Light · duquesnelight.com
  13. FirstEnergy · firstenergycorp.com
  14. Columbia Gas · columbiagaspa.com
  15. UGI · ugi.com
  16. National Fuel · nationalfuel.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Pennsylvania PUC PAPowerSwitch PA Gas Switch official supplier comparison tools 2026 rates
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Pennsylvania official compare electricity generation suppliers PAPowerSwitch PUC natural gas shopping official comparison tool
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1