Fan-out run2t4j1RGW3AAcompleteAI Overview

Energy choice Ohio

Geminigemini-3.8-flash5 passes + 1 real-search46 queries10/29/2026
Download run
Gemini observed: The model answered without searching
Gemini unique queries
46
2 in ≥ half the passes · stability 23%
Cost of this run
$0.046
14,533 tokens · on your keys

Fan-out diagram

Seed → topic clusters → sub-queries, per model.

SEED QUERY
Energy choice Ohio
46 unique queries · 5 passes
how to switch providers
3 queries · 8 hits
how to switch electric suppliers in ohio4xGoogle ↗
IMPLICITInstruction
ohio deregulated electricity market how it works2xGoogle ↗
REFORMULATIONReason
how does energy choice work in ohio2xGoogle ↗
RELATEDComparison
fixed versus variable rates
1 query · 3 hits
fixed rate vs variable rate energy plans ohio3xGoogle ↗
COMPARATIVEComparison
puco apples to apples comparison
1 query · 2 hits
puco apples to apples rate comparison2xGoogle ↗
RELATEDComparison

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.

Gemini simulated (46)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factGemini simulated · Short fact: 3 of 46 queries (7%)7%Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalGemini simulated · Other / navigational: 4 of 46 queries (9%)9%Comparison: compares options or asks for the best / top / cheapestComparisonGemini simulated · Comparison: 27 of 46 queries (59%)59%Consequence: what happens as a result: effects, outcomesConsequenceGemini simulated · Consequence: 3 of 46 queries (7%)7%Reason: why something happens or what causes itReasonGemini simulated · Reason: 5 of 46 queries (11%)11%Definition: what something is or what a term meansDefinitionGemini simulated · Definition: 1 of 46 queries (2%)2%Instruction: how to do something: steps, a tutorial, a fixInstructionGemini simulated · Instruction: 2 of 46 queries (4%)4%Yes / no: a yes-or-no questionYes / noGemini simulated · Yes / no: 1 of 46 queries (2%)2%

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.

Colour
how to switch providers — click to focus this topichow to switch providerspuco apples to apples comparison — click to focus this topicpuco apples to apples comparisonbest supplier rates and reviews — click to focus this topicbest supplier rates and reviewsscams and hidden fees — click to focus this topicscams and hidden feesprice to compare and kwh cost — click to focus this topicprice to compare and kwh coststandard service offer versus competiti… — click to focus this topicstandard service offer versus com…fixed versus variable rates — click to focus this topicfixed versus variable ratespuco certified suppliers list — click to focus this topicpuco certified suppliers list
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

46 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓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.Instructionhow_to_stepshow to switch providers4x
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.Comparisoncomparison_tablefixed versus variable rates3x
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.Reasonweb_articlehow to switch providers2x
of 5
how does energy choice work in ohio
RELATED
Google ↗
AI Mode ↗
Understand how deregulation and retail energy selection operate within the state.Comparisonfaq_pagehow to switch providers2x
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.Comparisoncomparison_tablepuco apples to apples comparison2x
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.Comparisoncomparison_tablepuco apples to apples comparison1x
of 5
ohio electric choice program explained
REFORMULATION
Google ↗
AI Mode ↗
Understand the basics of how Ohio's deregulated energy market operates.Reasonweb_articlehow to switch providers1x
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.Comparisoncomparison_tablepuco apples to apples comparison1x
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.Comparisoncomparison_tablepuco apples to apples comparison1x
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.Instructionhow_to_stepshow to switch providers1x
of 5
current ohio natural gas supply rates per ccf
IMPLICIT
Google ↗
AI Mode ↗
Check prevailing natural gas rates available through supplier choice.Short factpricing_pagebest supplier rates and reviews1x
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.Comparisoncomparison_tablestandard 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.Comparisoncomparison_tablefixed versus variable rates1x
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.Comparisoncalculator/toolhow to switch providers1x
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.Comparisonpricing_pagepuco apples to apples comparison1x
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.Comparisondatasetpuco apples to apples comparison1x
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.Comparisonweb_articlestandard 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.Comparisonpricing_pagebest supplier rates and reviews1x
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.Comparisonbuyers_guidebest supplier rates and reviews1x
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.Comparisonbuyers_guidebest supplier rates and reviews1x
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.Comparisondatasetpuco certified suppliers list1x
of 5
best natural gas suppliers in ohio
RELATED
Google ↗
AI Mode ↗
Identify highly rated competitive retail natural gas providers operating in Ohio.Comparisonreview_roundupbest supplier rates and reviews1x
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.Reasonreview_rounduppuco certified suppliers list1x
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 factpricing_pageprice to compare and kwh cost1x
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 / navigationalchecklistscams and hidden fees1x
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 / navigationalfaq_pagehow to switch providers1x
of 5
energy choice ohio customer reviews complaints
REFORMULATION
Google ↗
AI Mode ↗
Investigate supplier credibility, billing disputes, and potential door-to-door sales scams.Reasonreview_roundupscams and hidden fees1x
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 / navigationalchecklistscams and hidden fees1x
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.Comparisonglossary/definitionprice to compare and kwh cost1x
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.Comparisonglossary/definitionprice to compare and kwh cost1x
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.Comparisonpricing_pageprice to compare and kwh cost1x
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 factfaq_pagehow to switch providers1x
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.Comparisonpricing_pageprice to compare and kwh cost1x
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.Comparisonweb_articlefixed versus variable rates1x
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 / nofaq_pagehow to switch providers1x
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 / navigationalchecklistscams and hidden fees1x
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.Comparisonbuyers_guidebest supplier rates and reviews1x
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.Consequencefaq_pagehow to switch providers1x
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.Comparisoncomparison_tablepuco apples to apples comparison1x
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.Comparisoncomparison_tablestandard 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.Comparisonweb_articlestandard 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.Consequencefaq_pagehow to switch providers1x
of 5
deregulated energy ohio definition and explanation
REFORMULATION
Google ↗
AI Mode ↗
Get a clear definition of what energy deregulation means for Ohio residents.Definitionglossary/definitionhow to switch providers1x
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.Reasonchecklistscams and hidden fees1x
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.Comparisondatasetpuco certified suppliers list1x
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.Consequencefaq_pagehow to switch providers1x
of 5

Tokens & cost

What this run used on your API keys, per model and step.

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gemini-3.8-flashReal-search passes141,466713 thinking—$0.0055
gemini-3.8-flashSimulated passes51,99510,3023,939 thinking—$0.040
gemini-3.5-flash-liteNaming clusters1528238—$0.0008
Total72,52712,006—$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.

0234612345
Geminix = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-3.8-flash · real search1—013.54 / 1,466The model answered without searching
gemini-3.8-flash1111112.4399 / 1,539
gemini-3.8-flash2111118.9399 / 2,269
gemini-3.8-flash3111119.5399 / 2,252
gemini-3.8-flash4101018.8399 / 2,243
gemini-3.8-flash5111115.4399 / 1,999
Energy choice Ohio — Query fan-out · queryfanout.com