Version 1.1 · May 2026

Scoring Methodology

Transparent, rigorous, and built on 30+ years of automotive engineering expertise. Here’s exactly how we score vehicles.

Editorial opinion disclosure

All scores represent BIG Intelligence editorial opinion based on the disclosed methodology and publicly verifiable data. They are not investment, purchase, or financial advice. Status labels (e.g., Brand Leader, At Risk) are reserved for the BIG Intelligence comparison tool’s segment-level analysis.

Brand DNA framework

Each vehicle is scored across 10 dimensions. Names match the immutable BIG Intelligence Nexus attribute list and must appear exactly as written below.

Quality & Reliability

Build quality, durability, defect rates, recall history.

Performance & Driving Dynamics

Acceleration, handling, braking, driving engagement.

Affordability & Value

Purchase price, TCO, resale, insurance, fuel cost.

Safety

Occupant protection, crash ratings, ADAS, ISO 26262.

Security

Cybersecurity, anti-theft, digital key, data privacy.

Technology & Innovation

Infotainment, OTA, connectivity, autonomy, HMI.

Comfort & Convenience

Ride quality, NVH, ergonomics, daily usability.

Design & Emotional Appeal

Styling, brand identity, emotional resonance.

Productivity

Onboard power, mobile office, towing, fleet utility.

Sustainability & Efficiency

Fuel economy, EV range, emissions, environmental posture.