queryfanout.com
Fan-out runIg4HX9eJoLQpartialAI OverviewAutomotive

ev savings calculator

Geminigemini-4-hydrogenOpenAIgpt-6.1-sol5 passes + 5 real-search68 queries16m ago
Run againSearch the index
Download run
OpenAI observed: AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
OpenAI simulated: gpt-6.1-sol: AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
Gemini unique queries
50
2 in ≥ half the passes · stability 24%
Gemini real searches predicted
28%
5 of 18 matched the simulation
Cost of this run
$0.542
33,238 tokens · 24 web searches · on your keys

Fan-out diagram

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

SEED QUERY
ev savings calculator
50 unique queries · 5 passes
electric vs gas cost comparison
4 queries · 8 hits
electric vehicle vs gas car cost calculator2xGoogle ↗
REFORMULATIONComparison
tesla model 3 vs toyota camry 5 year cost to own2xGoogle ↗
COMPARATIVEComparison
ev maintenance cost vs gas car maintenance2xGoogle ↗
RELATEDComparison
tesla model 3 vs toyota camry 5 year cost2xGoogle ↗
ENTITY EXPANSIONComparison
electric vehicle savings calculators
2 queries · 7 hits
ev savings calculator for high mileage drivers4xGoogle ↗
PERSONALIZEDComparison
electric vehicle cost savings calculator3xGoogle ↗
REFORMULATIONComparison
electric car ownership value
1 query · 2 hits
how much money do you save with an electric car2xGoogle ↗
IMPLICITComparison

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 (18)
Short fact44%Other / navigational11%Comparison80%22%Consequence4%11%Reason6%6%DefinitionInstruction10%Yes / no6%

Classes come from the query-classifier (a local Laya model). 42 of 68 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.

Gemini18 real searches · gemini-4-hydrogen28% predicted
US average gas price November 2026 Google ↗
closestev charging cost vs gas cost per mile0.830
federal EV tax credit 2026 status Google ↗
closestfederal ev tax credit eligibility0.930
US average residential electricity rate 2026 EIA Google ↗
closestaverage electricity rate for ev charging0.890
best EV savings calculator DOE AFDC Google ↗
simulatedelectric vehicle cost savings calculator0.942
average US gas price November 2026 Google ↗
closestev charging cost vs gas cost per mile0.834
best EV savings calculator DOE Google ↗
simulatedelectric vehicle cost savings calculator0.945
US average residential electricity rate 2026 kWh Google ↗
closestaverage electricity rate for ev charging0.894
US average residential electricity rate kWh 2026 Google ↗
closestaverage electricity rate for ev charging0.892
US federal EV tax credit 2026 status Google ↗
closestfederal ev tax credit eligibility0.925
average US residential electricity rate 2026 EIA Google ↗
closestaverage electricity rate for ev charging0.894
best EV savings calculator Google ↗
simulatedelectric vehicle cost savings calculator0.963
US average gas price 2026 AAA Google ↗
closestev charging cost vs gas cost per mile0.856
federal EV tax credit 2026 status US Google ↗
closestfederal ev tax credit eligibility0.929
best EV savings calculator online Google ↗
simulatedelectric vehicle cost savings calculator0.956
"Vehicle Cost Calculator" site:afdc.energy.gov Google ↗
closestelectric vehicle cost savings calculator0.923
fueleconomy.gov EV cost calculator Google ↗
simulatedelectric vehicle cost savings calculator0.940
average EV efficiency miles per kWh 2026 Google ↗
closestaverage annual fuel savings electric vehicle0.906
"fueleconomy.gov" EV calculator OR compare Google ↗
closestev vs gas car cost comparison calculator0.928
  1. aaa.com · vertexaisearch.cloud.google.com
  2. electricchoice.com · vertexaisearch.cloud.google.com
  3. electricforall.org · vertexaisearch.cloud.google.com
  4. northhollywoodtoyota.com · vertexaisearch.cloud.google.com
  5. marketplace.org · vertexaisearch.cloud.google.com
  6. capitalone.com · vertexaisearch.cloud.google.com
  7. energy.gov · vertexaisearch.cloud.google.com
  8. coltura.org · vertexaisearch.cloud.google.com
  9. pge.com · vertexaisearch.cloud.google.com
  10. georgiapower.com · vertexaisearch.cloud.google.com
  11. aaa.com · vertexaisearch.cloud.google.com
  12. eia.gov · vertexaisearch.cloud.google.com
  13. electricchoice.com · vertexaisearch.cloud.google.com
  14. chargevc.org · vertexaisearch.cloud.google.com
  15. electricforall.org · vertexaisearch.cloud.google.com
  16. northhollywoodtoyota.com · vertexaisearch.cloud.google.com
  17. capitalone.com · vertexaisearch.cloud.google.com
  18. consumeraffairs.com · vertexaisearch.cloud.google.com
  19. marketplace.org · vertexaisearch.cloud.google.com
  20. energy.gov · vertexaisearch.cloud.google.com
  21. starchapter.com · vertexaisearch.cloud.google.com
  22. evstats.org · vertexaisearch.cloud.google.com
  23. aaa.com · vertexaisearch.cloud.google.com
  24. eia.gov · vertexaisearch.cloud.google.com
  25. mlq.ai · vertexaisearch.cloud.google.com
  26. aaa.com · vertexaisearch.cloud.google.com
  27. electricchoice.com · vertexaisearch.cloud.google.com
  28. northhollywoodtoyota.com · vertexaisearch.cloud.google.com
  29. energy.gov · vertexaisearch.cloud.google.com
  30. tesla.com · vertexaisearch.cloud.google.com
  31. capitalone.com · vertexaisearch.cloud.google.com
  32. chargevc.org · vertexaisearch.cloud.google.com
  33. electricforall.org · vertexaisearch.cloud.google.com
  34. energy.gov · vertexaisearch.cloud.google.com
  35. starchapter.com · vertexaisearch.cloud.google.com
  36. evstats.org · vertexaisearch.cloud.google.com
  37. aaa.com · vertexaisearch.cloud.google.com
  38. aaa.com · vertexaisearch.cloud.google.com
  39. electricchoice.com · vertexaisearch.cloud.google.com
  40. stlouisfed.org · vertexaisearch.cloud.google.com
  41. pge.com · vertexaisearch.cloud.google.com
  42. electricforall.org · vertexaisearch.cloud.google.com
  43. northhollywoodtoyota.com · vertexaisearch.cloud.google.com
  44. energy.gov · vertexaisearch.cloud.google.com
  45. marketplace.org · vertexaisearch.cloud.google.com
  46. capitalone.com · vertexaisearch.cloud.google.com
  47. energy.gov · vertexaisearch.cloud.google.com
  48. energy.gov · vertexaisearch.cloud.google.com
  49. transportation.gov · vertexaisearch.cloud.google.com
  50. fordofpeoria.net · 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
electric vs gas cost comparisonelectric car ownership valueelectric vehicle savings calculat…fuel and electricity price benchm…home charging cost calculationfederal tax credits and incentivesofficial government tools and pay…fuel and maintenance savings esti…
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
ev savings calculator for high mileage drivers
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants to see if driving more miles per year accelerates the financial payback of an EV.Comparisoncalculator/toolelectric vehicle savings calculators4x
of 5
electric vehicle cost savings calculator
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants an interactive tool to estimate how much money they can save by switching to an electric vehicle.Comparisoncalculator/toolelectric vehicle savings calculators3x
of 5
electric vehicle vs gas car cost calculator
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants an interactive tool to compare the total cost of owning an electric vehicle versus a gas-powered car.Comparisoncalculator/toolelectric vs gas cost comparison2x
of 5
how much money do you save with an electric car
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants a general estimate or breakdown of typical annual savings from driving an EV.Comparisonweb_articleelectric car ownership value2x
of 5
tesla model 3 vs toyota camry 5 year cost to own
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare the 5-year ownership costs of a popular EV against a popular gas sedan.Comparisoncomparison_tableelectric vs gas cost comparison2x
of 5
ev maintenance cost vs gas car maintenance
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand the difference in routine maintenance expenses between EVs and internal combustion vehicles.Comparisoncomparison_tableelectric vs gas cost comparison2x
of 5
tesla model 3 vs toyota camry 5 year cost
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants a specific 5-year total cost of ownership comparison between a popular EV and a comparable gas sedan.Comparisoncomparison_tableelectric vs gas cost comparison2x
of 5
ev vs gas car cost comparison calculator
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare the total ownership and fuel costs of an electric vehicle against a traditional gasoline car.Comparisoncalculator/toolelectric vs gas cost comparison1x
of 5
how much money do you save with an ev per year
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know the average annual financial savings of driving an electric vehicle.Consequenceweb_articleelectric car ownership value1x
of 5
how much money do you save with an electric car per year
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know the average annual financial savings of owning an EV without necessarily using a calculator themselves.Comparisonweb_articleelectric car ownership value1x
of 5
ev vs gas car savings estimator
REFORMULATION
Google ↗
AI Mode ↗		The user wants to compare the ongoing financial costs of an electric vehicle against a traditional gasoline car.Comparisoncalculator/toolfuel and maintenance savings estimation1x
of 5
ev tax credit and rebate calculator
RELATED
Google ↗
AI Mode ↗		The searcher wants to calculate how much they can save on an EV purchase through government incentives.Comparisoncalculator/toolofficial government tools and payback1x
of 5
ev vs gas car cost comparison
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to see a side-by-side financial comparison between owning an electric vehicle and a traditional gasoline car.Comparisoncomparison_tableelectric vs gas cost comparison1x
of 5
ev fuel savings vs electricity cost
RELATED
Google ↗
AI Mode ↗		The searcher wants to understand how much they will save on fuel compared to the increased cost of home or public charging.Comparisoncomparison_tablefuel and maintenance savings estimation1x
of 5
electric car vs gas car total cost of ownership
COMPARATIVE
Google ↗
AI Mode ↗		The user wants to understand all long-term expenses, including purchase price, fuel, maintenance, and depreciation, for EVs versus gas cars.Comparisoncomparison_tableelectric vs gas cost comparison1x
of 5
ev charging cost vs gas cost per mile
RELATED
Google ↗
AI Mode ↗		The searcher wants to compare the per-mile energy expense of electricity versus gasoline.Comparisoncomparison_tableelectric vs gas cost comparison1x
of 5
electricity cost to charge an ev vs gas
RELATED
Google ↗
AI Mode ↗		The user wants to understand how much it costs to charge an EV compared to buying gasoline.Comparisonweb_articleelectric vs gas cost comparison1x
of 5
how much does it cost to charge an ev at home
IMPLICIT
Google ↗
AI Mode ↗		The user wants to know typical residential electricity costs for charging an EV to accurately gauge fuel savings.Consequenceweb_articlehome charging cost calculation1x
of 5
ev maintenance cost vs gas car
IMPLICIT
Google ↗
AI Mode ↗		The user wants to know how much less they will spend on routine maintenance like oil changes and brakes with an EV.Comparisonweb_articleelectric vs gas cost comparison1x
of 5
ev tax credit and incentives calculator
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to calculate how federal or state tax credits reduce the upfront cost of an EV.Comparisoncalculator/toolofficial government tools and payback1x
of 5
federal ev tax credit and state incentives
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to know what government rebates and tax credits are available to reduce the upfront cost of an EV.Comparisonbuyers_guidefederal tax credits and incentives1x
of 5
home ev charging electricity cost calculator
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to estimate how much their monthly electricity bill will increase when charging an EV at home.Comparisoncalculator/toolhome charging cost calculation1x
of 5
ev maintenance savings compared to gas
RELATED
Google ↗
AI Mode ↗		The user wants to know how much less it costs to maintain an electric vehicle compared to a gas-powered car.Comparisonfaq_pagefuel and maintenance savings estimation1x
of 5
ev maintenance cost savings over 5 years
RELATED
Google ↗
AI Mode ↗		The searcher wants to know how much less an EV costs to maintain compared to a gas car over a multi-year period.Comparisonweb_articlefuel and maintenance savings estimation1x
of 5
federal ev tax credit eligibility
RELATED
Google ↗
AI Mode ↗		The user wants to know if they and their chosen vehicle qualify for government incentives that reduce the upfront cost.Reasonfaq_pagefederal tax credits and incentives1x
of 5
federal ev tax credit savings
IMPLICIT
Google ↗
AI Mode ↗		The user wants to know how government tax incentives can reduce the upfront cost of buying an electric vehicle.Comparisonbuyers_guidefederal tax credits and incentives1x
of 5
ev savings calculator for high mileage commuters
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants to see how much a driver with a long daily commute can save by switching to an EV.Comparisoncalculator/toolelectric vehicle savings calculators1x
of 5
average electricity rate for ev charging
RELATED
Google ↗
AI Mode ↗		The user wants baseline utility rate data to use in their personal savings calculations.Reasondatasethome charging cost calculation1x
of 5
how to calculate ev charging cost at home
IMPLICIT
Google ↗
AI Mode ↗		The user wants to learn the formula or steps to determine what their home electricity bill will be for charging an EV.Instructionhow_to_stepshome charging cost calculation1x
of 5
how to calculate electric car charging cost at home
RELATED
Google ↗
AI Mode ↗		The searcher wants a step-by-step method to figure out how much charging an EV will add to their monthly utility bill.Instructionhow_to_stepshome charging cost calculation1x
of 5
how to calculate electric car electricity cost
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants to learn the formula or method for estimating how much charging an EV will add to their electric bill.Instructionhow_to_stepshome charging cost calculation1x
of 5
how to calculate ev fuel savings
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants a step-by-step method or formula to manually calculate EV fuel savings.Instructionhow_to_stepsfuel and maintenance savings estimation1x
of 5
chevy bolt vs honda civic total cost of ownership
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to compare the total ownership costs of an affordable EV against a popular budget gas car.Comparisoncomparison_tableelectric vs gas cost comparison1x
of 5
f150 lightning vs gas f150 fuel savings
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to see how much fuel money they would save by choosing an electric pickup truck over a gas version.Comparisoncomparison_tablefuel and maintenance savings estimation1x
of 5
tesla vs gas car savings calculator
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants to calculate potential savings specifically for a Tesla compared to a gasoline vehicle.Comparisoncomparison_tableelectric vehicle savings calculators1x
of 5
cheapest electric cars to own and maintain
ENTITY EXPANSION
Google ↗
AI Mode ↗		The searcher wants recommendations for specific EV models that offer the lowest total cost of ownership.Comparisonbuyers_guideelectric car ownership value1x
of 5
chevy bolt ev savings calculator
ENTITY EXPANSION
Google ↗
AI Mode ↗		The user wants to calculate the potential savings of owning a specific, budget-friendly electric vehicle model.Comparisoncalculator/toolelectric vehicle savings calculators1x
of 5
do electric cars actually save you money
RELATED
Google ↗
AI Mode ↗		The searcher is looking for an objective analysis of whether EVs are truly cheaper overall, factoring in higher purchase prices and insurance.Comparisonfaq_pageelectric car ownership value1x
of 5
are electric cars actually cheaper to own
IMPLICIT
Google ↗
AI Mode ↗		The searcher wants an objective answer on whether EVs save money overall when factoring in higher purchase prices and depreciation.Comparisonfaq_pageelectric car ownership value1x
of 5
do electric cars actually save money long term
IMPLICIT
Google ↗
AI Mode ↗		The searcher is skeptical and wants a straightforward answer on whether EVs are truly cheaper over time.Comparisonfaq_pageelectric car ownership value1x
of 5
is an electric car worth it if you cant charge at home
PERSONALIZED
Google ↗
AI Mode ↗		The user wants to know if an EV still saves money when relying exclusively on public charging stations.Comparisonforum/qnaelectric car ownership value1x
of 5
ev vs hybrid cost of ownership comparison
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare the financial benefits of a fully electric vehicle versus a hybrid vehicle.Comparisoncomparison_tableelectric vs gas cost comparison1x
of 5
ev savings calculator with home charging
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants to calculate EV savings assuming they will primarily charge at home rather than using public fast chargers.Comparisoncalculator/toolhome charging cost calculation1x
of 5
is an ev worth it for city driving
PERSONALIZED
Google ↗
AI Mode ↗		The user wants to know if regenerative braking and stop-and-go efficiency make an EV financially worthwhile for urban commutes.Comparisonweb_articleelectric car ownership value1x
of 5
ev insurance cost vs gas car
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to know if higher insurance premiums for electric vehicles offset their fuel savings.Comparisonweb_articleelectric vs gas cost comparison1x
of 5
average annual fuel savings electric vehicle
RELATED
Google ↗
AI Mode ↗		The user wants statistical data on the typical yearly fuel savings achieved by EV owners.Reasondatasetelectric car ownership value1x
of 5
total cost of ownership electric vehicle vs hybrid
COMPARATIVE
Google ↗
AI Mode ↗		The searcher wants to compare the long-term financial costs of a fully electric car against a hybrid vehicle.Comparisonbuyers_guideelectric vs gas cost comparison1x
of 5
how to calculate ev payback period
IMPLICIT
Google ↗
AI Mode ↗		The user wants to learn the formula for determining how many years it takes for fuel savings to offset a higher EV purchase price.Instructionhow_to_stepsofficial government tools and payback1x
of 5
best ev total cost of ownership calculator
REFORMULATION
Google ↗
AI Mode ↗		The searcher wants to find the most accurate and comprehensive online tool for calculating EV savings.Comparisonreview_roundupelectric vehicle savings calculators1x
of 5
ev savings with public charging only
PERSONALIZED
Google ↗
AI Mode ↗		The searcher wants to know if an EV still saves money if they cannot charge at home and must rely on public stations.Comparisonweb_articleelectric car ownership value1x
of 5

Tokens & cost

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

ModelWhatRequestsInput tokensOutput tokensWeb searchesEst. cost
gemini-4-hydrogenReal-search passes51,10015,6769,829 thinking24$0.455
gemini-4-hydrogenSimulated passes55,05510,4972,674 thinking—$0.086
gpt-6.1-solReal-search passes500—$0
gpt-6.1-solSimulated passes500—$0
gemini-3.5-flash-liteNaming clusters1677233—$0.0008
Total216,83226,40624$0.542

Billed to your own API keys. Estimated from the providers' list prices (checked 2026-11-12); 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-4-hydrogen · real search1—419.9220 / 2,553 · 4 searches
gemini-4-hydrogen · real search2—418.1220 / 2,802 · 4 searches
gemini-4-hydrogen · real search3—418.4220 / 2,912 · 4 searches
gemini-4-hydrogen · real search4—621.1220 / 3,206 · 6 searches
gemini-4-hydrogen · real search5—623.5220 / 4,203 · 6 searches
gemini-4-hydrogen1121212.11,011 / 2,062
gemini-4-hydrogen2121215.81,011 / 2,105
gemini-4-hydrogen3121213.51,011 / 2,317
gemini-4-hydrogen4121212.41,011 / 1,736
gemini-4-hydrogen5121214.91,011 / 2,277
gpt-6.1-sol · real search1—0——AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol · real search2—0——AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol · real search3—0——AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol · real search4—0——AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol · real search5—0——AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol1—0——gpt-6.1-sol: AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol2—0——gpt-6.1-sol: AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol3—0——gpt-6.1-sol: AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol4—0——gpt-6.1-sol: AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.
gpt-6.1-sol5—0——gpt-6.1-sol: AuthenticationError: Error code: 401 - Incorrect API key provided: key_ooXw********N995. You can find your API key at https://platform.openai.com/account/api-keys.