Demand planners
Forecasting and demand analysis.
Spreadsheet plans fall behind the moment demand or supply shifts. Agnotic Technologies builds supply chain planning software that forecasts demand and supply, sets inventory targets and plans procurement and production, connected to your ERP, WMS and OMS.
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Supply chain planning software forecasts demand, sets inventory targets and turns them into purchasing, production and distribution plans across a network of plants, warehouses and suppliers. Agnotic Technologies builds supply chain planning software for logistics and operations teams, connected to the ERP, WMS and OMS that hold real orders and stock, so plans run on live data.
Too much inventory ties up cash and too little loses sales. Supply chain planning software adds scenario, capacity and distribution planning, supplier collaboration and risk management, so the network follows real demand instead of last month's spreadsheet.
What it is
A supply chain planning platform forecasts demand and supply, optimizes inventory, and plans procurement, production, and distribution across the network with scenario planning.
Connected to ERP, WMS, and OMS, it gives planning teams a real-time engine to balance supply and demand.
Each capability tightens the match between supply and demand across the network.
Forecast demand with AI and predictive analytics.
Forecast supply and balance against demand.
Optimize inventory levels across the network.
Plan procurement and integrate production planning.
Supplier collaboration workflows in planning.
Scenario planning and capacity planning.
Distribution planning and logistics optimization.
Manage supply-chain risk across the plan.
AI supply-chain analytics and real-time dashboards with ERP/WMS/OMS integration.
Where it runs
Planning, demand, and operations teams balancing supply and demand.
Forecasting and demand analysis.
Supply forecasting and balancing.
Inventory optimization across sites.
Procurement planning and suppliers.
Production and capacity planning.
Scenario planning and risk.
Why it matters
Too much inventory ties up cash; too little loses sales. Better planning tightens the balance and frees working capital.
Domain & connectivity
Sizing
A demand planning build is sized by the SKU and location combinations forecast, the hierarchy levels, years of sales history, promotion and price inputs, forecast cadence, consensus and S&OP steps, and the ERP and WMS feeds. Agnotic Technologies maps each one with your planners.
| Driver | Question to answer before scoping | What it changes in the build |
|---|---|---|
| SKU and location combinations | How many item and location pairs need a forecast, including slow movers and new items? | Sets the compute and storage plan, and whether slow movers need their own forecasting method |
| Forecast levels | Which levels do planners and finance review: item, family, brand, site, region or channel? | Each level needs reconciliation up and down the hierarchy so totals agree wherever someone looks |
| Years of sales history | How many years of clean order or shipment history exist, and where were stockouts hiding true demand? | Short or distorted history means cleaning and demand reconstruction before any model is trained |
| Promotions, prices and events | Are promotion calendars, price changes and events recorded with dates in a system the build can read? | Each causal input needs a feed, a history and a way to tell the model when it applies in future |
| Weekly or daily cadence | Do planners replan weekly, or do stores and warehouses need daily forecasts? | Daily cadence multiplies runs, data loads and monitoring compared with a weekly cycle |
| Consensus and S&OP review steps | Who adjusts the statistical forecast, who approves it, and how does it feed the S&OP meeting? | Adds override screens, approval steps, version history and the record of who changed what |
| ERP and WMS feeds | Which ERP, WMS and order systems hold sales, inventory and open orders, and can they send data by API or file? | Every system adds an extract, mapping and daily checks, and the approved plan must flow back to ERP |
Every build reports forecast error and bias at each level, so planners can see where the forecast misses and in which direction, not one accuracy number for the whole business.
Short facts we design forecast, replenishment and purchasing feeds around, each linked to its primary source.
The X12 830 Planning Schedule with Release Capability transfers forecast and material release information between organizations, as a simple forecast, a forecast that authorizes the seller to commit labor or material, or a forecast that also releases orders.
Source: X12 Transaction SetsThe X12 852 Product Activity Data transaction advises a trading partner of inventory, sales and other product activity, so the receiver can plan and ship or propose replenishment quantities for distribution centers, warehouses or retail outlets.
Source: X12 Transaction SetsThe X12 850 Purchase Order transaction is used to place purchase orders for goods and services, and should not be used to convey purchase order changes or acknowledgments.
Source: X12 Transaction SetsTell us about your network, planning processes, and systems. Our supply chain planning software services start with a plan for forecasting and optimization built around them.
contact@agnotic.com
Partnerships
contact@agnotic.com