Fan-out runWvyGlGATRT0completeAI Overview

Compare energy rates in texas

Geminigemini-3.8-flash5 passes + 1 real-search52 queries7h ago
Download run
Gemini unique queries
50
1 in ≥ half the passes · stability 23%
Gemini real searches predicted
100%
2 of 2 matched the simulation
Cost of this run
$0.084
17,130 tokens · 2 web searches · on your keys

Fan-out diagram

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

SEED QUERY
Compare energy rates in texas
50 unique queries · 5 passes
fixed versus variable rate plans
1 query · 4 hits
fixed rate vs variable rate electricity texas4xGoogle ↗
COMPARATIVEComparison
average electricity rates and bills
1 query · 2 hits
average electric bill in texas per month2xGoogle ↗
IMPLICITShort fact
provider comparisons and green energy
1 query · 2 hits
txu energy vs reliant energy rates2xGoogle ↗
ENTITY EXPANSIONComparison
hidden fees and contract terms
1 query · 2 hits
hidden fees in texas electric bills2xGoogle ↗
IMPLICITReason
deregulation and switching guides
1 query · 2 hits
how does deregulated electricity work in texas2xGoogle ↗
RELATEDReason

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 (50)Gemini real searches (2)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factGemini simulated · Short fact: 3 of 50 queries (6%)6%Gemini real searches · Short fact: 0 of 2 queries (0%)Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalGemini simulated · Other / navigational: 2 of 50 queries (4%)4%Gemini real searches · Other / navigational: 0 of 2 queries (0%)Comparison: compares options or asks for the best / top / cheapestComparisonGemini simulated · Comparison: 34 of 50 queries (68%)68%Gemini real searches · Comparison: 1 of 2 queries (50%)50%Consequence: what happens as a result: effects, outcomesConsequenceGemini simulated · Consequence: 1 of 50 queries (2%)2%Gemini real searches · Consequence: 1 of 2 queries (50%)50%Reason: why something happens or what causes itReasonGemini simulated · Reason: 9 of 50 queries (18%)18%Gemini real searches · Reason: 0 of 2 queries (0%)Definition: what something is or what a term meansDefinitionGemini simulated · Definition: 0 of 50 queries (0%)Gemini real searches · Definition: 0 of 2 queries (0%)Instruction: how to do something: steps, a tutorial, a fixInstructionGemini simulated · Instruction: 1 of 50 queries (2%)2%Gemini real searches · Instruction: 0 of 2 queries (0%)Yes / no: a yes-or-no questionYes / noGemini simulated · Yes / no: 0 of 50 queries (0%)Gemini real searches · Yes / no: 0 of 2 queries (0%)

Classes come from the query-classifier (a local Laya model). 22 of 52 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

What the models actually searched

Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.

Gemini2 real searches · gemini-3.8-flash100% predicted
texas electricity rates average cents per kwh Google ↗
simulatedtexas electric rates per kwh0.976
compare electricity rates texas power to choose current average Google ↗
simulatedtexas electricity rates comparison0.967
10 cited sources
  1. texaselectricityratings.com · vertexaisearch.cloud.google.com
  2. electricchoice.com · vertexaisearch.cloud.google.com
  3. choosetexaspower.org · vertexaisearch.cloud.google.com
  4. poweroutage.us · vertexaisearch.cloud.google.com
  5. electricchoice.com · vertexaisearch.cloud.google.com
  6. choosetexaspower.org · vertexaisearch.cloud.google.com
  7. chooseenergy.com · vertexaisearch.cloud.google.com
  8. electricrates.org · vertexaisearch.cloud.google.com
  9. powertochoose.org · vertexaisearch.cloud.google.com
  10. texaselectricityratings.com · vertexaisearch.cloud.google.com

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
best electricity plans and providers — click to focus this topicbest electricity plans and provid…average electricity rates and bills — click to focus this topicaverage electricity rates and bil…provider comparisons and green energy — click to focus this topicprovider comparisons and green en…fixed versus variable rate plans — click to focus this topicfixed versus variable rate plansderegulation and switching guides — click to focus this topicderegulation and switching guidescheapest electricity companies and rates — click to focus this topiccheapest electricity companies an…hidden fees and contract terms — click to focus this topichidden fees and contract termspower to choose official site — click to focus this topicpower to choose official site
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +

Queries

50 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
fixed rate vs variable rate electricity texas
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to evaluate the pros and cons of fixed-term contracts versus variable or indexed plans in Texas.Comparisonbuyers_guidefixed versus variable rate plans4x
of 5
average electric bill in texas per month
IMPLICIT
Google ↗
AI Mode ↗
The user wants a monthly cost benchmark to assess whether a quoted rate is fair.Short factdatasetaverage electricity rates and bills2x
of 5
txu energy vs reliant energy rates
ENTITY EXPANSION
Google ↗
AI Mode ↗
Directly compare plan options, customer ratings, and rates from two of Texas's largest retail electric providers.Comparisoncomparison_tableprovider comparisons and green energy2x
of 5
hidden fees in texas electric bills
IMPLICIT
Google ↗
AI Mode ↗
The user wants to uncover unexpected costs such as TDU charges, minimum usage fees, and tiered rate cliffs.Reasonweb_articlehidden fees and contract terms2x
of 5
how does deregulated electricity work in texas
RELATED
Google ↗
AI Mode ↗
Learn the foundational structure of the ERCOT deregulated energy market and retail competition.Reasonfaq_pagederegulation and switching guides2x
of 5
texas electricity rates comparison
REFORMULATION
Google ↗
AI Mode ↗
Find a direct side-by-side breakdown of current electric rates available across Texas.Comparisoncomparison_tablefixed versus variable rate plans1x
of 5
cheapest electricity rates texas
REFORMULATION
Google ↗
AI Mode ↗
Find the lowest available per-kilowatt-hour electricity rates in the state of Texas.Comparisoncomparison_tablecheapest electricity companies and rates1x
of 5
best electricity plans in texas comparison
REFORMULATION
Google ↗
AI Mode ↗
The user wants a side-by-side view of the most competitive electricity rates and plans across Texas.Comparisoncomparison_tablebest electricity plans and providers1x
of 5
best electricity plans texas comparison
REFORMULATION
Google ↗
AI Mode ↗
The user wants a side-by-side view of the top-rated electricity plans currently available in Texas.Comparisoncomparison_tablebest electricity plans and providers1x
of 5
best electricity rates texas per kwh
REFORMULATION
Google ↗
AI Mode ↗
Find the lowest current kilowatt-hour rates available across residential electricity plans in Texas.Comparisoncomparison_tableaverage electricity rates and bills1x
of 5
cheapest electric rates per kwh texas
REFORMULATION
Google ↗
AI Mode ↗
The user wants to identify the lowest per-kilowatt-hour pricing offered across Texas providers.Comparisonpricing_pagecheapest electricity companies and rates1x
of 5
txu vs reliant energy rates comparison
COMPARATIVE
Google ↗
AI Mode ↗
Evaluate differences in pricing and contract options between two dominant Texas electricity providers.Comparisoncomparison_tableprovider comparisons and green energy1x
of 5
texas electric rates per kwh
REFORMULATION
Google ↗
AI Mode ↗
The user seeks the standard unit metric cost for electric power in Texas.Comparisonpricing_pageaverage electricity rates and bills1x
of 5
cheapest electric company in texas
REFORMULATION
Google ↗
AI Mode ↗
Identify the retail electric provider currently offering the lowest base price per kilowatt-hour.Comparisonpricing_pagecheapest electricity companies and rates1x
of 5
power to choose texas rate comparison
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user wants to use the official Public Utility Commission of Texas shopping platform to compare rates.Comparisoninteractive_widgetpower to choose official site1x
of 5
average electric bill for 2000 sq ft house in texas
IMPLICIT
Google ↗
AI Mode ↗
Estimate monthly residential power expenses based on home size rather than raw unit rates.Short factcalculator/toolaverage electricity rates and bills1x
of 5
power to choose texas electricity plans
ENTITY EXPANSION
Google ↗
AI Mode ↗
Access the official Public Utility Commission of Texas comparison tool to view certified energy plans.Comparisonpricing_pagebest electricity plans and providers1x
of 5
reliant vs txu energy rates texas
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user wants to directly compare pricing and contract terms between Texas's two largest legacy retail electric providers.Comparisoncomparison_tableprovider comparisons and green energy1x
of 5
power to choose texas official site plans
ENTITY EXPANSION
Google ↗
AI Mode ↗
Access official state-regulated plan comparisons via the Public Utility Commission of Texas portal.Comparisoninteractive_widgetpower to choose official site1x
of 5
txu vs reliant energy rates texas
COMPARATIVE
Google ↗
AI Mode ↗
The user wants to compare rates, perks, and terms between Texas's two largest legacy retail electric providers.Comparisoncomparison_tableprovider comparisons and green energy1x
of 5
power to choose texas official website
ENTITY EXPANSION
Google ↗
AI Mode ↗
Access the official Public Utility Commission of Texas rate comparison portal.Other / navigationalcalculator/toolpower to choose official site1x
of 5
powertochoose org official website texas electricity
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user is looking for the official Public Utility Commission of Texas shopping marketplace.Other / navigationalinteractive_widgetpower to choose official site1x
of 5
how does deregulated energy work in texas
IMPLICIT
Google ↗
AI Mode ↗
Learn the mechanics of Retail Electric Providers versus Transmission and Distribution Utilities.Reasonweb_articlederegulation and switching guides1x
of 5
fixed rate vs variable rate electricity plans texas
RELATED
Google ↗
AI Mode ↗
Understand contract structures to decide between rate predictability and short-term market flexibility.Comparisonbuyers_guidefixed versus variable rate plans1x
of 5
cheapest electric company for 2 bedroom apartment in texas
PERSONALIZED
Google ↗
AI Mode ↗
Find optimal energy plans calibrated for moderate usage tiers, typically around 500 to 1000 kWh per month.Comparisoncalculator/toolcheapest electricity companies and rates1x
of 5
best electricity plan for high usage apartment renter texas
PERSONALIZED
Google ↗
AI Mode ↗
Locate energy plans optimized for high-consumption apartment dwellers without punishing tier minimums.Comparisonbuyers_guidebest electricity plans and providers1x
of 5
cheapest electricity providers in dallas texas
ENTITY EXPANSION
Google ↗
AI Mode ↗
The user wants to locate the lowest-cost retail energy providers operating in the Oncor/Dallas transmission service area.Comparisonpricing_pagecheapest electricity companies and rates1x
of 5
how to choose an electric plan in texas
RELATED
Google ↗
AI Mode ↗
Learn the step-by-step process of evaluating electricity facts labels (EFL) and choosing a provider.Comparisonhow_to_stepsbest electricity plans and providers1x
of 5
average electricity bill in texas per month
IMPLICIT
Google ↗
AI Mode ↗
Benchmark personal usage and expected total monthly expenditure against statewide averages.Reasondatasetaverage electricity rates and bills1x
of 5
texas electric providers price per kwh
REFORMULATION
Google ↗
AI Mode ↗
Review current per-kWh pricing across multiple certified retail electricity providers in Texas.Comparisonpricing_pageaverage electricity rates and bills1x
of 5
average monthly electric bill in texas
RELATED
Google ↗
AI Mode ↗
The user wants to know the typical monthly expenditure for Texas households to contextualize rate quotes.Reasonweb_articleaverage electricity rates and bills1x
of 5
texas electricity companies price comparison
REFORMULATION
Google ↗
AI Mode ↗
Survey multiple energy provider offers across Texas to identify the most competitive brand.Comparisoncomparison_tablefixed versus variable rate plans1x
of 5
how to switch electric companies in texas
RELATED
Google ↗
AI Mode ↗
The user wants practical instructions on the process of changing to a new provider after finding a better rate.Instructionhow_to_stepsderegulation and switching guides1x
of 5
hidden fees in texas electric contracts
IMPLICIT
Google ↗
AI Mode ↗
Discover non-commodity charges, base fees, and minimum usage penalties that inflate per-kWh prices.Reasonfaq_pagehidden fees and contract terms1x
of 5
texas electricity market deregulation explained
RELATED
Google ↗
AI Mode ↗
The user wants to learn how retail electric providers and utility delivery companies operate under deregulation.Reasonfaq_pagederegulation and switching guides1x
of 5
green energy vs traditional power plans texas cost
COMPARATIVE
Google ↗
AI Mode ↗
Assess the price differential between 100% renewable electricity plans and standard grid mixes.Comparisoncomparison_tableprovider comparisons and green energy1x
of 5
avoid hidden fees texas electricity plans tiered rates
IMPLICIT
Google ↗
AI Mode ↗
The user wants to identify complex billing structures like tiered charges and bill credits that cause bill shock.Comparisonchecklisthidden fees and contract terms1x
of 5
best electricity plans for 2000 sq ft home in texas
PERSONALIZED
Google ↗
AI Mode ↗
Find rate plans optimized for standard medium-to-large residential consumption tiers around 2000 kWh per month.Comparisonbuyers_guidebest electricity plans and providers1x
of 5
best green energy plans texas residential
PERSONALIZED
Google ↗
AI Mode ↗
Filter and select 100% renewable or solar/wind backed energy plans in Texas.Comparisonreview_roundupbest electricity plans and providers1x
of 5
hidden fees in texas electricity contracts
IMPLICIT
Google ↗
AI Mode ↗
Identify base charges, minimum usage penalties, and extra costs hidden in energy fact labels.Reasonchecklisthidden fees and contract terms1x
of 5
calculate electric bill based on usage texas
IMPLICIT
Google ↗
AI Mode ↗
The user wants to forecast their actual electricity bill based on historical kWh usage buckets (500, 1000, 2000 kWh).Consequencecalculator/toolderegulation and switching guides1x
of 5
best electric plan for high usage texas home
PERSONALIZED
Google ↗
AI Mode ↗
The user wants to find energy plans optimized for large households consuming 2000 kWh or more per month.Comparisonbuyers_guidebest electricity plans and providers1x
of 5
texas green energy plans 100 percent renewable rates
RELATED
Google ↗
AI Mode ↗
Compare clean energy electricity plans powered fully by wind or solar in Texas.Comparisoncomparison_tableprovider comparisons and green energy1x
of 5
gexa energy vs frontier utilities rates texas
ENTITY EXPANSION
Google ↗
AI Mode ↗
Evaluate discount retail electric providers known for aggressive bill-credit pricing tiers.Comparisonreview_roundupprovider comparisons and green energy1x
of 5
centerpoint tdu delivery charges per kwh
ENTITY EXPANSION
Google ↗
AI Mode ↗
Find regulated transmission and distribution utility fees added to monthly retail rates.Short factpricing_pageaverage electricity rates and bills1x
of 5
best electric plan for high usage home texas
PERSONALIZED
Google ↗
AI Mode ↗
The user wants plans specifically tailored for large square-footage homes or high summer air conditioning demand.Comparisonreview_roundupbest electricity plans and providers1x
of 5
top rated electricity providers in texas reviews
REFORMULATION
Google ↗
AI Mode ↗
The user wants to assess customer satisfaction and billing reliability alongside pure rate comparisons.Reasonreview_roundupbest electricity plans and providers1x
of 5
texas electricity rates per kwh by provider
COMPARATIVE
Google ↗
AI Mode ↗
View an itemized breakdown of current per-kWh pricing across multiple competing Texas retail providers.Comparisoncomparison_tableaverage electricity rates and bills1x
of 5
best solar buyback electricity plans texas
PERSONALIZED
Google ↗
AI Mode ↗
Find net-metering and solar buyback rates for homeowners with rooftop solar systems in Texas.Comparisonbuyers_guidebest electricity plans and providers1x
of 5
best green energy electricity plans texas 100 percent renewable
PERSONALIZED
Google ↗
AI Mode ↗
The user seeks Texas electricity plans that source 100% of their power from renewable wind or solar generation.Comparisonbuyers_guidebest electricity plans and 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 passes11112,302770 thinking2$0.037
gemini-3.8-flashSimulated passes52,01511,9485,203 thinking—$0.046
gemini-3.5-flash-liteNaming clusters1516238—$0.0008
Total72,64214,4882$0.084

Billed to your own API keys. Estimated from the providers' list prices (checked 2026-10-11); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. Google gives 5,000 grounded searches a month free across Gemini 3+ models.

Passes

Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.

0255012345
Geminix = pass, y = cumulative unique queries
ModelPassTargetGeneratedSecondsTokens (in / out)Notes
gemini-3.8-flash · real search1—223.7111 / 2,302 · 2 searches
gemini-3.8-flash1111120.7403 / 2,382
gemini-3.8-flash2121222.1403 / 2,583
gemini-3.8-flash3111117.8403 / 2,165
gemini-3.8-flash4111118.8403 / 2,224
gemini-3.8-flash5121221.1403 / 2,594
Compare energy rates in texas — Query fan-out · queryfanout.com