Automotive Intelligence
The most transparent vehicle ownership research system we could build.
Powertrain Architecture Cost Comparison
A side-by-side structural look at how total cost of ownership factors aggregate across the four primary automotive powertrains. All calculations are modeled dynamically based on empirical maintenance schedules, energy efficiency metrics, and capital cost schedules.
| Cost Factor / Dimension | Gasoline (ICE) | Hybrid (HEV) | Plug-in Hybrid (PHEV) | Battery Electric (BEV) |
|---|---|---|---|---|
| Primary Energy Cost | Gallons × Retail $/gal | Gallons × Retail $/gal (Regen offset) | Gasoline + kWh Dual Schedule | kWh × Utility $/kWh |
| Scheduled Maintenance | Engine oil, filters, spark plugs, belts | Reduced brake wear, oil/filter service | Engine service + High-Voltage cooling check | Cabin filter, tire rotation, coolant check |
| Unscheduled Repair Risk | Transmission, exhaust, fuel systems | ICE component wear + inverter cooling | Dual powertrain complexity elements | Inverter, thermal management, cell modules |
| Depreciation Trajectory | Linear standard curve | Strong retention (high demand) | Battery degradation sensitivity curve | Technology refresh & range step curve |
| Tailpipe & Lifecycle CO2 | Full tailpipe emissions | 25-35% tailpipe reduction | 40-60% overall reduction | Zero tailpipe (Grid mix dependent) |
Reserve One Vehicle Score
Our score evaluates vehicles across 7 key weighted categories: Reliability (25%), Ownership Cost (20%), Efficiency (15%), Safety (15%), Practicality (10%), Long-Term Value (10%), and Convenience (5%).
Every score requires verified multi-source data, rigorous confidence classification, and full transparency on underlying assumptions. We do not publish speculative predictions for unproven new model years.
Explore Scoring Methodology →Sample Vehicle Scoring Summary
Confidence: MediumAnalytical Calculators
Cost of Ownership Calculator
Model total 5, 10, and 15-year ownership costs including depreciation schedules, financing, fuel/electricity, insurance, maintenance, tires, and battery replacement scenarios.
Launch Calculator →Powertrain Comparison Tool
Direct side-by-side financial and operational comparison across Gasoline, Hybrid, PHEV, and Battery Electric vehicles tailored to your exact annual mileage and energy prices.
Compare Powertrains →Buying Recommendation Tool
Answer 7 objective questions about your budget, daily commute, home charging availability, climate, and driving habits to find your optimal powertrain match.
Start Questionnaire →Battery Health Score Framework
Evaluates high-voltage battery degradation across chemistry type, thermal management quality, warranty terms, fast-charging tolerance, climate performance, and replacement costs.
Read Battery Methodology →Reliability Score Framework
Deep-dive telemetry analysis covering 12 core vehicle subsystems including powertrain, electrical, transmission, battery pack, hybrid drive, suspension, and long-term repair costs.
Read Reliability Methodology →Automotive Research Hub
Battery Technology Deep Dive
Analysis of Lithium-ion, LFP, and solid-state chemistries, degradation mechanisms, and long-term consumer economic impacts.
Read Article →Real Cost of Ownership Report
Uncovering hidden depreciation curves, insurance rate variance across powertrains, and true maintenance differentials.
Read Article →EV Myths vs. Empirical Data
Objective analysis of range anxiety, cold weather performance loss, battery replacement frequencies, and electrical grid capacity.
Read Article →Ready to Analyze Your Vehicle's True Cost?
Calculate financing, fuel, electricity, maintenance, and depreciation in seconds with our transparent client-side tool.
Start with the Cost of Ownership Calculator →