Demand Forecasting,
Redefined for Retail
A novel neural network with interpretable trend, seasonality, and exogeneity. Zero-shot capabilities to predict your next move, display out-of-stock scenarios, and manage capital risk.
How it works in practice
Explore the core operations and scenarios you can run on the doushi.ai platform to manage demand uncertainty.
Inspect Supply Chain Analytics
Evaluate your business health at a glance. doushi.ai aggregates sales performance and revenue metrics grouped by cohorts, giving you visibility into active financial allocations.
- Track total capital tied up in inventory and capital at risk of stock-outs.
- Monitor top movers and top losers to reallocate resources dynamically.
- Analyze historical trends using cohorts to understand customer demand shifts.
Simulate Ad Campaigns & Pricing
Run advanced inferences on specific SKUs before launching marketing pushes. Model discounts and promotional campaigns to predict their exact impact on inventory levels.
- Simulate demand spikes from upcoming ad campaigns to ensure adequate stock.
- Test discount depth models to optimize revenue margins without overstocking.
- Generate probabilistic forecasting quantiles (P10, P50, P90) for all promotion scenarios.
Manage Incoming Deliveries
Integrate shipment schedules into your forecast modules. Seamlessly add, edit, or update expected inbound deliveries to calculate downstream cash flow impact.
- Input incoming shipments with precise arrival estimates.
- Recalculate tied-up capital and cash-flow runways automatically.
- Align inbound supply chains with real-time demand peaks.
Mitigate Stock-Out & Overstock Risks
Identify vulnerable SKUs and protect your margins. Detect potential stock-out scenarios that could leave money on the table, as well as overstocking that ties up valuable working capital.
- Get early-warning alerts for products approaching critical stock-out thresholds.
- Calculate the direct financial impact of excess inventory and slow-moving SKUs.
- Optimize warehousing costs by keeping stock levels strictly aligned with market appetite.
Intelligence built for modern supply chains
Our platform translates complex neural network outputs into actionable business intelligence.
Probabilistic Quantiles
Move beyond single-point estimates. Visualize demand uncertainty with precise probabilistic quantiles.
Out-of-Stock Scenarios
Predict exactly when and where you might run out of inventory before it impacts your bottom line.
Capital at Risk
Instantly see how much capital is tied up in overstocking and identify financial risks in real-time.
Ad Campaign Planning
Align your marketing efforts with predictive demand. Plan ad spend where inventory can support the surge.
Zero-Shot Inference
Generalize demand forecasting across new products or regions instantly without requiring extensive historical data.
Dedicated Deployment
We handle the data audit, feature engineering, and deploy the backend on dedicated infrastructure for you.
Frequently Asked Questions
Everything you need to know about the doushi.ai forecasting model and infrastructure.