# Context: Logistics Operations — Variant 22

(Variant for logistics_operations domain)

## Tier Definitions
- **Tier 1 (Standard)**: Well-known risk profiles with extensive loss history.
  Automated underwriting with standard pricing models.
- **Tier 2 (Specialty)**: Less common risks requiring manual review.
  Pricing based on precedent cases and expert judgment.
- **Tier 3 (Complex)**: Novel or high-severity risks.
  Requires senior underwriter sign-off and reinsurance consultation.

## Precedent-Based Pricing
When a new risk doesn't fit standard models:
1. Search for precedent cases with similar characteristics
2. Adjust premium based on outcome of precedent cases
3. Apply jurisdiction-specific regulatory adjustments
4. Document reasoning for audit trail

## Common Pitfalls
- Using outdated precedents (regulations change)
- Not accounting for jurisdiction differences
- Conflating similar but distinct coverage types