About StockMind
Inventory Markdown Recommendation Engine
What is StockMind?
StockMind is an intelligent promotion recommendation engine that analyzes your inventory to identify distressed SKUs and suggests optimal markdown strategies. It balances the need to move inventory quickly while protecting profit margins.
Smart Targeting
Identifies non-moving, aging, and at-risk inventory
Data-Driven
Uses sales velocity, storage costs, and decay risk
Margin Protection
Recommends minimum discount needed to move stock
How It Works
Distress Scoring
Each SKU receives a distress score (0-1) based on 6 weighted factors:
Baseline Forecast
Estimates expected 30-day demand without promotion using weighted moving average of recent sales history.
Promotion Simulation
For each distressed SKU, tests all discount levels and calculates:
- Expected units sold (baseline × uplift factor)
- Expected margin (discounted price - cost) × units
- Holding cost avoided (saved storage fees)
- Waste avoided (prevented decay/spoilage)
- Leftover penalty (remaining stock risk)
Business Guard Rails
Before recommending, applies safety checks:
- Skip SKUs below distress threshold
- Don't promote low-stock items
- Respect minimum margin floor
- Cap discount at 20%
Final Recommendation
Selects the discount level with the highest action score (maximizes margin while moving inventory).
🔄 Returns Management
StockMind treats returned inventory as liability requiring urgent action. The principle: "No product back to attic" — returns must move fast.
⚠️ Return Economics
- Sunk Costs: Processing ($2-15/unit) already paid
- Lower Natural Demand: 30-90% reduced baseline (customer stigma)
- Higher Holding Risk: 2× leftover penalty vs. new items
- No Reverse Logistics: Can't return to warehouse
Multi-Path Promotion Strategy
| Inventory Type | Distress Threshold | Discount Range | Strategy |
|---|---|---|---|
| NEW | 0.55 (standard) | 0%, 5%, 10%, 15%, 20% | Standard clearance |
| RETURN: GOOD | 0.45 (lower) | 5%, 10%, 15%, 20%, 25% | Aggressive pricing |
| RETURN: OPENED | 0.35 (aggressive) | 10%, 15%, 20%, 25%, 30% | Fast clearance |
| RETURN: DAMAGED | 0.25 (urgent) | 15%, 20%, 25%, 30%, 35% | Emergency clearance |
📊 Typical Results
Discount Ladder (New Items)
For new inventory, StockMind tests 5 fixed discount levels:
| Discount | Expected Uplift | Use Case |
|---|---|---|
| 0% | 1.00x (baseline) | Healthy inventory, no action needed |
| 5% | 1.08x (+8%) | Gentle nudge for slow movers |
| 10% | 1.18x (+18%) | Moderate promotion for at-risk stock |
| 15% | 1.32x (+32%) | Aggressive clearance for aging inventory |
| 20% | 1.50x (+50%) | Maximum discount for urgent clearance |
Configurable Parameters
Tune the engine to match your business requirements:
Distress Threshold (default: 0.55)
Minimum distress score to consider for promotion. Higher = more selective.
Minimum Margin (default: 0.15)
Minimum acceptable gross margin percentage. Prevents unprofitable discounts.
Low Stock Threshold (default: 0.75)
Don't promote if inventory is below this multiple of baseline demand.
Distress Weight Sliders
Adjust relative importance of each distress factor. Must sum to 1.0.
Technology Stack
Process Flow Diagram
Note: This is a proof-of-concept (POC) deployment optimized for a 1GB server. The engine analyzes up to 200 SKUs per run. For production use with larger datasets, consider upgrading to at least a 2GB server.