Vehicle Scoring Factors

SCORING FACTORS
What Goes Into a
VIP Score.
A VIP Score is not a single number pulled from thin air. It is the weighted result of the factors that most affect whether a vehicle is safe, reliable, and worth the money.
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Data-DrivenMillions of data points per score
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The Core Scoring Factors
Each vehicle is evaluated across these key dimensions.
๐Ÿ›กSafetyNHTSA and IIHS crash test results, driver-assist features, and structural ratings.
๐Ÿ”งReliabilityHistorical dependability, common failure points, and long-term ownership data.
โš Recall & RiskOpen recalls, known defects, and safety campaigns tied to the vehicle.
โ›ฝEfficiencyEPA fuel economy estimates and real-world operating cost expectations.
๐Ÿ’ตMarket & ValuePricing trends, depreciation, and how the listing compares to the market.
๐Ÿ“ทConditionAI analysis of listing photos and descriptions to flag visible concerns.
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How the Factors Are Weighted
Not every factor counts equally.
Safety and reliability carry the most weight because they have the biggest impact on your long-term experience and cost of ownership.
Value and efficiency refine the score, helping you understand whether a vehicle is a smart buy at its price.
The weighting is fixed and applied identically to every vehicle, so scores are always comparable.
  • Safety FirstCrash protection and safety tech lead the score.
  • Reliability NextDependability data keeps expectations realistic.
  • Value RefinesPrice and market context sharpen the picture.
  • Condition AdjustsAI review of the specific listing fine-tunes it.
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Understanding Your Score Range
A VIP Score runs from 0 to 100. Here is what the ranges generally mean.
90โ€“100 ยท Excellent
Among the best in its class. Strong safety, proven reliability, and clean risk profile.
75โ€“89 ยท Very Good
A smart, dependable choice with only minor considerations.
60โ€“74 ยท Good
A solid option, though worth reviewing the flagged factors before buying.
Below 60 ยท Proceed With Caution
Notable risks or concerns. Read the details carefully and inspect thoroughly.
Every VIP Score is backed by millions of data points and AI analysis.
๐Ÿ›กSafety RatingsNHTSA crash test data
๐Ÿ”งReliability IndexHistorical reliability data
โ›ฝFuel EconomyEPA efficiency estimates
โš Recall RiskOpen recalls & alerts
๐Ÿ“ŠAI Condition CheckVisual & description analysis