monte carlo cost projections // UK MOT failure data // 4.9M test records

┌─ How it works ────────────────────────────────────────┐
[1] Select vehicle make, model, year, mileage, asking price
[2] Monte Carlo simulation runs 10,000 failure scenarios
[3] Get repair cost projections, market valuation, and buy/avoid verdict
└────────────────────────────────────────────────────────────┘
┌─ Example output ────────────────────────────────────────┐
┌──────────────┬──────────┐
│ Best case     │ £89      │
│ Most likely   │ £405     │
│ Worst case    │ £1,247   │
└──────────────┴──────────┘

COMPONENT RISKS
Ball joints        [████████░░░░░░░░░░░░] 40%
Coil springs       [██████░░░░░░░░░░░░░░] 28%
Brake pads         [█████░░░░░░░░░░░░░░░] 24%
Timing chain       [███░░░░░░░░░░░░░░░░░] 14%

████ BUY ████
Low expected repair costs. Reliable choice.
└────────────────────────────────────────────────────────────┘
┌─ Data sources ────────────────────────────────────────┐
> DVSA MOT bulk test results (2023)
> 4,895,971 test records across 15 vehicle models
> 11,670,620 failure items analysed
> Real failure rates by component and mileage
└────────────────────────────────────────────────────────────┘
[START ANALYSIS]