Strategic & Tactical MILP Matrix (Weekly Execution Frequency or Longer)
| Industry / Application | Planning Layer | Planning Frequency | MILP Decision Model |
| 1. Energy & Grid (BESS / Grid) | Strategic & Tactical | Monthly / Weekly | Capacity & Bidding: Slices PPA contracts, asset sizing, and weekly day-ahead market bids. |
| 2. Airlines (Delta, United) | Strategic & Tactical | 6–12 Months / Weekly | Fleet & Crew Pairing: Builds seasonal flight schedules, fleet allocation, and monthly rosters. |
| 3. E-Commerce & Retail (Amazon) | Strategic & Tactical | Quarterly / Weekly | Network Siting & Inventory: Optimizes warehouse locations, regional footprint, and replenishment. |
| 4. Chemical & Process (Dow Chemical) | Strategic & Tactical | Monthly / Weekly | S&OP Master Production: Sets S&OP targets, multi-plant material allocation, and campaign plans. |
| 5. Fast Food & Franchises (Domino’s) | Strategic & Tactical | Annual / Weekly | Staffing & Rostering: Calculates store labor budgets, baseline coverage, and weekly shift rosters. |
| 6. Healthcare (Hospitals & ICU) | Strategic & Tactical | Annual / Monthly / Weekly | Facility Footprint & OR Allocation: Sizes bed capacity builds and assigns weekly surgical blocks. |
| 7. Financial Trading (Portfolio) | Strategic & Tactical | Quarterly / Monthly / Weekly | Capital Allocation & Exposure: Sets risk budgets, asset class bounds, and credit-limit targets. |
| 8. Media & Broadcasting (Networks) | Strategic & Tactical | Annual / Monthly / Weekly | Upfront Ad Inventory: Structures ad slot pricing bundles and weekly commercial break schedules. |
| 9. Freight Rail & Maritime (Maersk) | Strategic & Tactical | Multi-Year / Weekly | Network & Container Balancing: Guides terminal expansion, fleet buys, and empty container routing. |
| 10. Cloud Infrastructure (AWS) | Strategic & Tactical | Annual / Monthly / Weekly | Capacity & Data Center Siting: Plans server rack purchases, region builds, and reserved capacity. |
| 11. Semiconductors (Wafer Fabs) | Strategic & Tactical | Multi-Year / Monthly / Weekly | Fab Sizing & Tool Scheduling: Models cleanroom builds, tool line buys, and weekly batch schedules. |