PRICING · ASSORTMENT · INVENTORY · RETAIL
Dynamic Pricing, Assortment & Inventory Optimizer
Joint price, promotion, shelf-set, channel allocation, and replenishment optimization with cross-product demand effects, multinomial logit choice modeling, Thompson bandit promos, robust pricing, and stability guardrails.
Optimization Pipeline
Pricing & Demand Layer
- Pre-calibrated demand model with cross-price elasticity
- Pyomo MINLP joint price-inventory formulation
- CVXPY convex relaxation for price bounds
- Thompson sampling bandit for promotional arms
Assortment & Stability Layer
- Multinomial logit choice model for shelf ranking
- Robust worst-case demand scenario pricing
- Price stability: weekly cap, min hold, promo limits
- SimPy multi-channel sales simulation
Scenario Explorer
Pre-computed retail optimization results. Select vertical and campaign scenario.
Benchmark Summary
| Vertical | Season | Campaign | Revenue | Margin % | Stockout % | Waste % | Coverage % | Stability | Regret % | Solve (s) |
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Stack
Pyomo · CVXPY · SimPy · HiGHS · Plotly · Gradio console (bundled)