Energy choice Ohio
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
Classes come from the query-classifier (a local Laya model). 18 of 46 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to switch electric suppliers in ohio IMPLICIT | Google ↗ AI Mode ↗ | Learn the exact procedure and necessary account details needed to change retail power providers. | Instruction | how_to_steps | how to switch providers | 4x of 5 | |
fixed rate vs variable rate energy plans ohio COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate the financial tradeoffs between contract contract structures offered by Ohio energy retailers. | Comparison | comparison_table | fixed versus variable rates | 3x of 5 | |
ohio deregulated electricity market how it works REFORMULATION | Google ↗ AI Mode ↗ | Understand the foundational mechanics and legal framework of retail energy deregulation in Ohio. | Reason | web_article | how to switch providers | 2x of 5 | |
how does energy choice work in ohio RELATED | Google ↗ AI Mode ↗ | Understand how deregulation and retail energy selection operate within the state. | Comparison | faq_page | how to switch providers | 2x of 5 | |
puco apples to apples rate comparison RELATED | Google ↗ AI Mode ↗ | Access the official Public Utilities Commission of Ohio rate comparison chart for electricity and gas. | Comparison | comparison_table | puco apples to apples comparison | 2x of 5 | |
puco apples to apples ohio electric rates REFORMULATION | Google ↗ AI Mode ↗ | Find the official state-managed rate comparison tool for electricity providers in Ohio. | Comparison | comparison_table | puco apples to apples comparison | 1x of 5 | |
ohio electric choice program explained REFORMULATION | Google ↗ AI Mode ↗ | Understand the basics of how Ohio's deregulated energy market operates. | Reason | web_article | how to switch providers | 1x of 5 | |
puco apples to apples ohio energy comparison ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find the official state tool to compare electric and gas supplier offers side by side. | Comparison | comparison_table | puco apples to apples comparison | 1x of 5 | |
puco apples to apples electric rate comparison ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find official rate comparison charts hosted by the Public Utilities Commission of Ohio. | Comparison | comparison_table | puco apples to apples comparison | 1x of 5 | |
how to switch electric company in ohio IMPLICIT | Google ↗ AI Mode ↗ | Learn the exact procedure for enrolling with an alternate energy supplier in Ohio. | Instruction | how_to_steps | how to switch providers | 1x of 5 | |
current ohio natural gas supply rates per ccf IMPLICIT | Google ↗ AI Mode ↗ | Check prevailing natural gas rates available through supplier choice. | Short fact | pricing_page | best supplier rates and reviews | 1x of 5 | |
standard offer service vs competitive retail electric ohio COMPARATIVE | Google ↗ AI Mode ↗ | Compare default utility utility rates (standard offer service) against competitive retail energy contract options. | Comparison | comparison_table | standard service offer versus competiti… | 1x of 5 | |
ohio energy choice fixed vs variable rate COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate the differences and risks between fixed-rate and variable-rate retail energy contracts in Ohio. | Comparison | comparison_table | fixed versus variable rates | 1x of 5 | |
average electric bill savings switching energy choice ohio residential PERSONALIZED | Google ↗ AI Mode ↗ | Estimate potential household cost savings by enrolling in a competitive supply contract. | Comparison | calculator/tool | how to switch providers | 1x of 5 | |
ohio apples to apples natural gas rates ENTITY EXPANSION | Google ↗ AI Mode ↗ | Browse competitive retail natural gas rates offered under the Energy Choice Ohio framework. | Comparison | pricing_page | puco apples to apples comparison | 1x of 5 | |
apples to apples ohio energy suppliers list ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find an authoritative directory of certified competitive retail electric and natural gas suppliers in Ohio. | Comparison | dataset | puco apples to apples comparison | 1x of 5 | |
standard offer service vs competitive retail supplier ohio COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether staying with the default utility rate is better than choosing an independent retail supplier. | Comparison | web_article | standard service offer versus competiti… | 1x of 5 | |
cheapest natural gas supplier for my home in ohio PERSONALIZED | Google ↗ AI Mode ↗ | Identify the lowest cost residential natural gas provider currently serving Ohio residential meters. | Comparison | pricing_page | best supplier rates and reviews | 1x of 5 | |
best 100 percent renewable electric suppliers in ohio PERSONALIZED | Google ↗ AI Mode ↗ | Locate green energy suppliers offering certified renewable generation contracts in Ohio. | Comparison | buyers_guide | best supplier rates and reviews | 1x of 5 | |
is switching energy suppliers in ohio worth it for homeowners PERSONALIZED | Google ↗ AI Mode ↗ | Evaluate whether residential consumers realistically save money by enrolling in retail choice. | Comparison | buyers_guide | best supplier rates and reviews | 1x of 5 | |
puco certified competitive retail electric suppliers list ENTITY EXPANSION | Google ↗ AI Mode ↗ | Obtain the verified directory of licensed competitive retail electric service providers in Ohio. | Comparison | dataset | puco certified suppliers list | 1x of 5 | |
best natural gas suppliers in ohio RELATED | Google ↗ AI Mode ↗ | Identify highly rated competitive retail natural gas providers operating in Ohio. | Comparison | review_roundup | best supplier rates and reviews | 1x of 5 | |
public utilities commission of ohio customer complaints electric suppliers RELATED | Google ↗ AI Mode ↗ | Check regulatory complaint records and customer satisfaction for alternative energy suppliers. | Reason | review_roundup | puco certified suppliers list | 1x of 5 | |
current average cost per kwh ohio electricity IMPLICIT | Google ↗ AI Mode ↗ | Discover baseline electric rates in Ohio to evaluate whether shopping offers provide real savings. | Short fact | pricing_page | price to compare and kwh cost | 1x of 5 | |
energy choice ohio scam red flags IMPLICIT | Google ↗ AI Mode ↗ | Identify predatory marketing practices and misleading contract terms from third-party suppliers. | Other / navigational | checklist | scams and hidden fees | 1x of 5 | |
energy choice ohio official website puco faqs REFORMULATION | Google ↗ AI Mode ↗ | Locate official answers to common questions about Ohio's customer choice program. | Other / navigational | faq_page | how to switch providers | 1x of 5 | |
energy choice ohio customer reviews complaints REFORMULATION | Google ↗ AI Mode ↗ | Investigate supplier credibility, billing disputes, and potential door-to-door sales scams. | Reason | review_roundup | scams and hidden fees | 1x of 5 | |
common energy choice scams and deceptive marketing ohio IMPLICIT | Google ↗ AI Mode ↗ | Identify warning signs of misleading sales tactics or predatory supplier contracts in Ohio. | Other / navigational | checklist | scams and hidden fees | 1x of 5 | |
what is price to compare on ohio electric bill IMPLICIT | Google ↗ AI Mode ↗ | Identify the benchmark baseline rate on their utility bill used to evaluate alternative supplier savings. | Comparison | glossary/definition | price to compare and kwh cost | 1x of 5 | |
what is the price to compare on ohio electric bill IMPLICIT | Google ↗ AI Mode ↗ | Understand how the utility default generation rate works to determine if a supplier plan saves money. | Comparison | glossary/definition | price to compare and kwh cost | 1x of 5 | |
what is price to compare aep ohio IMPLICIT | Google ↗ AI Mode ↗ | Determine the baseline utility generation rate needed to verify if a competitor's offer is truly cheaper. | Comparison | pricing_page | price to compare and kwh cost | 1x of 5 | |
puco energy choice ohio faqs REFORMULATION | Google ↗ AI Mode ↗ | Find quick answers to common questions about billing, delivery, and supplier rules in Ohio. | Short fact | faq_page | how to switch providers | 1x of 5 | |
aep ohio price to compare standard offer ENTITY EXPANSION | Google ↗ AI Mode ↗ | Locate the benchmark utility rate to see if competitive suppliers offer better prices. | Comparison | pricing_page | price to compare and kwh cost | 1x of 5 | |
ohio energy choice fixed rate vs variable rate COMPARATIVE | Google ↗ AI Mode ↗ | Understand the differences, risks, and financial impacts of fixed versus variable energy contracts. | Comparison | web_article | fixed versus variable rates | 1x of 5 | |
can you opt out of ohio governmental energy aggregation RELATED | Google ↗ AI Mode ↗ | Determine how community aggregation programs function and how to reject automated municipal enrollment. | Yes / no | faq_page | how to switch providers | 1x of 5 | |
energy choice ohio hidden fees and scams to avoid RELATED | Google ↗ AI Mode ↗ | Identify predatory supplier practices, early termination fees, and contract pitfalls. | Other / navigational | checklist | scams and hidden fees | 1x of 5 | |
best natural gas suppliers for ohio residential homeowners PERSONALIZED | Google ↗ AI Mode ↗ | Find tailored recommendations for residential household natural gas providers in Ohio. | Comparison | buyers_guide | best supplier rates and reviews | 1x of 5 | |
what happens when energy contract ends in ohio RELATED | Google ↗ AI Mode ↗ | Understand renewal terms and rollover rates when a competitive supplier contract expires. | Consequence | faq_page | how to switch providers | 1x of 5 | |
aep ohio apples to apples rate comparison ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find competitive energy rates specifically available within the AEP Ohio utility service territory. | Comparison | comparison_table | puco apples to apples comparison | 1x of 5 | |
aep ohio standard offer vs competitive retail electric service COMPARATIVE | Google ↗ AI Mode ↗ | Compare default utility service pricing against third-party competitive retail electricity offerings. | Comparison | comparison_table | standard service offer versus competiti… | 1x of 5 | |
utility standard service offer vs competitive retail supplier ohio COMPARATIVE | Google ↗ AI Mode ↗ | Determine whether staying with the default utility rate is cheaper than choosing a retail supplier. | Comparison | web_article | standard service offer versus competiti… | 1x of 5 | |
ohio energy choice early termination fee rules RELATED | Google ↗ AI Mode ↗ | Understand consumer protection policies regarding cancellation fees when ending a retail energy contract. | Consequence | faq_page | how to switch providers | 1x of 5 | |
deregulated energy ohio definition and explanation REFORMULATION | Google ↗ AI Mode ↗ | Get a clear definition of what energy deregulation means for Ohio residents. | Definition | glossary/definition | how to switch providers | 1x of 5 | |
energy choice ohio contract renewal scams and warnings RELATED | Google ↗ AI Mode ↗ | Find consumer advice regarding deceptive sales tactics or automatic rollover rate spikes. | Reason | checklist | scams and hidden fees | 1x of 5 | |
public utilities commission of ohio certified electric suppliers list ENTITY EXPANSION | Google ↗ AI Mode ↗ | Access the comprehensive directory of legally licensed retail electric providers in Ohio. | Comparison | dataset | puco certified suppliers list | 1x of 5 | |
energy choice ohio cancellation fee rules IMPLICIT | Google ↗ AI Mode ↗ | Review state consumer protection statutes regarding early contract termination penalties and grace periods. | Consequence | faq_page | how to switch providers | 1x of 5 |
Tokens & cost
What this run used on your API keys, per model and step.
| Model | What | Requests | Input tokens | Output tokens | Web searches | Est. cost |
|---|---|---|---|---|---|---|
| gemini-3.8-flash | Real-search passes | 1 | 4 | 1,466713 thinking | — | $0.0055 |
| gemini-3.8-flash | Simulated passes | 5 | 1,995 | 10,3023,939 thinking | — | $0.040 |
| gemini-3.5-flash-lite | Naming clusters | 1 | 528 | 238 | — | $0.0008 |
| Total | 7 | 2,527 | 12,006 | — | $0.046 | |
Billed to your own API keys. Estimated from the providers' list prices (checked 2026-10-30); output includes thinking tokens. Free tiers, caching and retries can make your bill differ.
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.8-flash · real search | 1 | — | 0 | 13.5 | 4 / 1,466 | The model answered without searching |
| gemini-3.8-flash | 1 | 11 | 11 | 12.4 | 399 / 1,539 | |
| gemini-3.8-flash | 2 | 11 | 11 | 18.9 | 399 / 2,269 | |
| gemini-3.8-flash | 3 | 11 | 11 | 19.5 | 399 / 2,252 | |
| gemini-3.8-flash | 4 | 10 | 10 | 18.8 | 399 / 2,243 | |
| gemini-3.8-flash | 5 | 11 | 11 | 15.4 | 399 / 1,999 |