Auto-margin Documentation

Last updated: Apr 22, 2026

Documentation

Tips & tricks

Small optimizations that improve screening quality and reduce false positives.

Input quality

  • Normalize mileage units and formatting
  • Keep currency consistent per batch
  • Prefer VIN/plate when available (reduces ambiguity)

Market selection

  • Use 2–4 relevant markets instead of “all markets”
  • Separate retail and wholesale comparisons
  • Track seasonal effects for specific segments

Decision hygiene

  • Always store “why this decision” as structured notes
  • Review outliers weekly (tune your guardrails)
  • Measure win-rate by segment to improve rules