ev range calculator
Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 5 real-search89 queries18m ago
Download run
Gemini observed: The model answered without searching
OpenAI observed: The model answered without searching
Gemini unique queries
42
5 in ≥ half the passes · stability 28%
OpenAI unique queries
43
6 in ≥ half the passes · stability 29%
Overlap between models
31%
9 shared of 29 distinct sub-queries
Gemini real searches predicted
75%
3 of 4 matched the simulation
Cost of this run
$0.222
58,717 tokens · 5 web searches · on your keys
Side by side
The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.
50% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini3
factors affecting electric car range
ev battery degradation range calculator
what is wltp vs epa ev range
Both models4
electric vehicle range estimator ↗4x
ev range calculator for road trips ↗3x
ev range calculator for towing ↗2x
ev range calculator current battery percentage ↗4x
electric vehicle range calculator ↗3x
usable vs total battery capacity ev range calculation ↗3x
electric vehicle driving range calculator ↗2x
ev range calculator miles per kwh ↗2x
ev range calculator with battery reserve ↗2x
electric car range calculator highway speed ↗2x
Only OpenAI1
ev trip range calculator charging stops
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
ev range calculator
42 unique queries · 5 passes
general vehicle models and trips
5 queries · 14 hits
best online tools and apps
1 query · 4 hits
how to calculate ev range4xGoogle ↗
IMPLICIT
weather and speed factors
1 query · 3 hits
factors affecting electric car range3xGoogle ↗
RELATED
temperature and speed impact
1 query · 2 hits
ev range in cold weather calculator2xGoogle ↗
ENTITY EXPANSION
battery capacity and degradation
1 query · 2 hits
ev battery degradation range calculator2xGoogle ↗
ENTITY EXPANSION
epa and wltp ratings
1 query · 2 hits
what is wltp vs epa ev range2xGoogle ↗
IMPLICIT
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.
Classifying 89 queries…
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.
Gemini4 real searches · gemini-4-hydrogen75% predicted
best ev range calculator online Google ↗
best online ev range calculator Google ↗
best EV range calculator tools Google ↗
"ev range calculator" site:recurrentauto.com OR site:ev-database.org Google ↗
- utils.com · vertexaisearch.cloud.google.com
- abetterrouteplanner.com · vertexaisearch.cloud.google.com
- geotab.com · vertexaisearch.cloud.google.com
- evnavigation.com · vertexaisearch.cloud.google.com
- vipautomotivegroup.com · vertexaisearch.cloud.google.com
- abetterrouteplanner.com · vertexaisearch.cloud.google.com
- geotab.com · vertexaisearch.cloud.google.com
- quantumdriveev.com · vertexaisearch.cloud.google.com
- zecar.com · vertexaisearch.cloud.google.com
- emobility.academy · vertexaisearch.cloud.google.com
- vipautomotivegroup.com · vertexaisearch.cloud.google.com
- geotab.com · vertexaisearch.cloud.google.com
- quantumdriveev.com · vertexaisearch.cloud.google.com
- motormatchup.com · vertexaisearch.cloud.google.com
- geotab.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
SimulatedReal searchBoth models
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
42 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
electric vehicle range estimator REFORMULATION | Google ↗ AI Mode ↗ | The user wants an online tool to estimate how far an electric vehicle can travel on a single charge. | — | calculator/tool | general vehicle models and trips | 4x of 5 | |
how to calculate ev range IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the formula or method used to determine an electric vehicle's driving range. | — | how_to_steps | best online tools and apps | 4x of 5 | |
factors affecting electric car range RELATED | Google ↗ AI Mode ↗ | The user wants to know what variables like speed, terrain, and climate impact an EV's range. | — | web_article | weather and speed factors | 3x of 5 | |
tesla model 3 real world range calculator ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to estimate the actual driving range of a Tesla Model 3. | — | calculator/tool | general vehicle models and trips | 3x of 5 | |
ev range calculator for road trips PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants to plan a long-distance drive and estimate range and charging stops. | — | interactive_widget | general vehicle models and trips | 3x of 5 | |
ev range in cold weather calculator ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to estimate how much winter temperatures will reduce their electric vehicle's driving range. | — | calculator/tool | temperature and speed impact | 2x of 5 | |
tesla model 3 range calculator ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to calculate the expected range specifically for a Tesla Model 3. | — | calculator/tool | general vehicle models and trips | 2x of 5 | |
ev battery degradation range calculator ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to estimate how much range an older EV has lost due to battery aging. | — | calculator/tool | battery capacity and degradation | 2x of 5 | |
what is wltp vs epa ev range IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the difference between the two main EV range testing standards. | — | faq_page | epa and wltp ratings | 2x of 5 | |
ev range calculator for towing PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to know how much an electric vehicle's range drops when towing a trailer or heavy load. | — | web_article | general vehicle models and trips | 2x of 5 | |
electric car range estimator REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants an online tool to estimate how far an electric vehicle can travel on a single charge. | — | calculator/tool | general vehicle models and trips | 1x of 5 | |
how far can an electric car go on a single charge REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants a general overview of typical electric vehicle driving distances per charge. | — | faq_page | single charge distance and planning | 1x of 5 | |
factors that affect ev battery range RELATED | Google ↗ AI Mode ↗ | The searcher wants to understand what variables, such as temperature, terrain, and driving speed, reduce or extend EV range. | — | web_article | weather and speed factors | 1x of 5 | |
ev range calculator by temperature and speed RELATED | Google ↗ AI Mode ↗ | The searcher wants a tool that adjusts range estimates based on driving speed and ambient weather conditions. | — | interactive_widget | temperature and speed impact | 1x of 5 | |
ev range calculator with weather and speed PERSONALIZED | Google ↗ AI Mode ↗ | The user wants a range calculator that accounts for specific driving speeds and ambient temperatures. | — | calculator/tool | temperature and speed impact | 1x of 5 | |
ev range calculator with temperature and speed PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants a detailed calculator that accounts for specific driving speeds and ambient temperatures. | — | calculator/tool | temperature and speed impact | 1x of 5 | |
how to calculate ev range from battery kwh and efficiency IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants the formula or step-by-step method to manually compute range using battery capacity and mi/kWh. | — | how_to_steps | efficiency and kwh formulas | 1x of 5 | |
ev range vs gas car range COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare the driving distance of electric vehicles against traditional internal combustion cars. | — | comparison_table | epa and wltp ratings | 1x of 5 | |
best ev range calculator apps COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare different tools and apps available for estimating EV range. | — | review_roundup | best online tools and apps | 1x of 5 | |
ev range vs gas car range comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the driving distance of electric vehicles against traditional gasoline cars. | — | comparison_table | epa and wltp ratings | 1x of 5 | |
epa vs wltp ev range COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare the two main official EV range testing standards to understand why advertised numbers differ. | — | comparison_table | epa and wltp ratings | 1x of 5 | |
factors affecting electric vehicle range IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to learn what variables cause real-world EV range to differ from advertised numbers. | — | web_article | weather and speed factors | 1x of 5 | |
ev trip planner with charging stops IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to plan a long-distance route that accounts for their vehicle's range and locates chargers along the way. | — | interactive_widget | single charge distance and planning | 1x of 5 | |
best ev route planner with charging stops RELATED | Google ↗ AI Mode ↗ | The user wants to plan a long-distance trip by mapping out EV range alongside available charging stations. | — | interactive_widget | single charge distance and planning | 1x of 5 | |
real world ev range vs epa rating COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to see how actual driving range compares to official government estimates. | — | comparison_table | epa and wltp ratings | 1x of 5 | |
epa vs wltp ev range comparison COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to understand the differences between official US and European EV range testing standards. | — | comparison_table | epa and wltp ratings | 1x of 5 | |
how much does cold weather reduce ev range IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know the percentage or mileage loss an EV experiences in winter conditions. | — | faq_page | weather and speed factors | 1x of 5 | |
electric car battery size to range calculator REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to convert battery capacity in kWh into estimated miles of range. | — | calculator/tool | battery capacity and degradation | 1x of 5 | |
what is the formula for ev range IMPLICIT | Google ↗ AI Mode ↗ | The user wants the exact mathematical equation used to compute electric vehicle range. | — | glossary/definition | temperature and speed impact | 1x of 5 | |
best ev range calculator app COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants recommendations for the most accurate mobile or web apps for planning EV range. | — | review_roundup | best online tools and apps | 1x of 5 | |
longest range electric cars 2025 COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare current EV models to see which ones offer the highest maximum driving range. | — | review_roundup | single charge distance and planning | 1x of 5 | |
ev battery capacity kwh to miles calculator REFORMULATION | Google ↗ AI Mode ↗ | The user wants to convert battery size in kilowatt-hours into estimated driving miles. | — | calculator/tool | efficiency and kwh formulas | 1x of 5 | |
best electric cars by range 2024 RELATED | Google ↗ AI Mode ↗ | The user wants to see a ranked list of electric vehicles with the longest driving range currently available. | — | comparison_table | single charge distance and planning | 1x of 5 | |
longest range electric cars ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants a list of the electric vehicles that offer the highest driving range on the market. | — | buyers_guide | single charge distance and planning | 1x of 5 | |
ev database range and efficiency specs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants structured technical data on real-world range and energy consumption across many EV models. | — | dataset | best online tools and apps | 1x of 5 | |
chevy bolt ev range calculator ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to estimate the driving range for a Chevrolet Bolt EV under various conditions. | — | calculator/tool | general vehicle models and trips | 1x of 5 | |
does highway speed reduce ev range IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if driving at high speeds on the highway significantly decreases an EV's range. | — | faq_page | weather and speed factors | 1x of 5 | |
ev range calculator for highway driving at 70 mph PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants to know how much an EV's range drops when cruising at sustained highway speeds. | — | calculator/tool | general vehicle models and trips | 1x of 5 | |
how much does winter weather reduce ev range RELATED | Google ↗ AI Mode ↗ | The searcher wants to know the percentage of range lost when driving an EV in freezing temperatures. | — | faq_page | weather and speed factors | 1x of 5 | |
ev range calculator with payload and towing PERSONALIZED | Google ↗ AI Mode ↗ | The user wants to calculate how much extra weight or towing a trailer will reduce an electric vehicle's range. | — | calculator/tool | general vehicle models and trips | 1x of 5 | |
ev range loss in winter RELATED | Google ↗ AI Mode ↗ | The searcher wants to know how much driving range an electric car loses in cold weather. | — | web_article | weather and speed factors | 1x of 5 | |
ev range calculator for towing a trailer PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants to estimate how much range is lost when towing a heavy load with an electric truck or SUV. | — | web_article | general vehicle models and trips | 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-4-hydrogen | Real-search passes | 5 | 1,100 | 8,7244,616 thinking | 5 | $0.137 |
| gemini-4-hydrogen | Simulated passes | 5 | 5,055 | 10,1983,049 thinking | — | $0.084 |
| gpt-6.1-terra | Real-search passes | 5 | 22,225 | 1,173610 thinking | — | — |
| gpt-6.1-terra | Simulated passes | 5 | 2,905 | 6,324273 thinking | — | — |
| gemini-3.5-flash-lite | Naming clusters | 1 | 779 | 234 | — | $0.0008 |
| Total | 21 | 32,064 | 26,653 | 5 | $0.222+ unpriced | |
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.
GeminiOpenAIx = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-hydrogen · real search | 1 | — | 1 | 10.5 | 220 / 1,686 · 1 searches | |
| gemini-4-hydrogen · real search | 2 | — | 2 | 11.4 | 220 / 1,996 · 2 searches | |
| gemini-4-hydrogen · real search | 3 | — | 1 | 10.3 | 220 / 1,661 · 1 searches | |
| gemini-4-hydrogen · real search | 4 | — | 0 | 8.5 | 220 / 1,753 | The model answered without searching |
| gemini-4-hydrogen · real search | 5 | — | 1 | 8.6 | 220 / 1,628 · 1 searches | |
| gemini-4-hydrogen | 1 | 11 | 11 | 8.8 | 1,011 / 2,013 | |
| gemini-4-hydrogen | 2 | 12 | 12 | 10.3 | 1,011 / 2,126 | |
| gemini-4-hydrogen | 3 | 12 | 12 | 9.5 | 1,011 / 2,030 | |
| gemini-4-hydrogen | 4 | 12 | 12 | 10.2 | 1,011 / 1,844 | |
| gemini-4-hydrogen | 5 | 12 | 12 | 10.5 | 1,011 / 2,185 | |
| gpt-6.1-terra · real search | 1 | — | 0 | 3.8 | 4,445 / 183 | The model answered without searching |
| gpt-6.1-terra · real search | 2 | — | 0 | 4.4 | 4,445 / 286 | The model answered without searching |
| gpt-6.1-terra · real search | 3 | — | 0 | 3.6 | 4,445 / 213 | The model answered without searching |
| gpt-6.1-terra · real search | 4 | — | 0 | 3.6 | 4,445 / 211 | The model answered without searching |
| gpt-6.1-terra · real search | 5 | — | 0 | 4.5 | 4,445 / 280 | The model answered without searching |
| gpt-6.1-terra | 1 | 12 | 12 | 14.7 | 581 / 1,179 | |
| gpt-6.1-terra | 2 | 13 | 13 | 15.7 | 581 / 1,299 | |
| gpt-6.1-terra | 3 | 13 | 13 | 15.8 | 581 / 1,313 | |
| gpt-6.1-terra | 4 | 12 | 12 | 14.7 | 581 / 1,215 | |
| gpt-6.1-terra | 5 | 13 | 13 | 15.9 | 581 / 1,318 |