Inventory Forecasting
and Planning
Demand forecasting from history, plus growth and promo overrides you control — replenishment stays on the same ledger as ops and finance
- Accounting
- Inventory
- Forecasting
- AI access
Trusted by 200+ Ecommerce Teams
Why Brands Trust NeonPanel for Forecasting
Automatic Forecast Baseline
Loads 12+ months of history by default (longer when available) and builds the statistical baseline automatically.
You Set the Growth
Override the baseline with your own growth multipliers per SKU.
Plan Promotions
Tag launches, flash sales, and campaigns so lifts sit in the forecast, not only in hindsight.
Cash Flow Clarity
See capital in stock, reorder timing, and how supplier payments line up with incoming revenue.
Want an AI Agent to Model and Update Your Forecasts?
NeonaSphera agents run on your NeonPanel data; Inventory Manager can refresh forecasts from your inputs and return replenishment timing and quantities by channel.
Explore NeonaSphera →Inventory Planning That
Reflects Reality
Layer promos, launches, and growth plans on the statistical baseline so our inventory forecasting software helps forward weeks reflect what you intend to run, not only what already happened.
- Default lookback: at least 12 months per integrated channel (longer when available)
- Monthly model refresh to track actuals
- Your growth multipliers per SKU
- Plan vs actual each cycle
- QuickBooks / Xero on the same cadence
Reduction in stockouts for brands using proactive demand forecasting
How Inventory Forecasting & Planning Works
Baseline from your data; strategy from you. Outputs: what to order, when, and how much.
Forecasting Inputs: Data + Your Knowledge
NeonPanel is an inventory forecasting software solution that combines automated statistical forecasting with the business context only you can provide.
| Input Type | How It Works | Best For |
|---|---|---|
| Demand Forecast Baseline | Statistical modeling from historical sales per channel, with a 12-month minimum lookback by default | Established products with consistent sales history |
| Monthly Model Refresh | Baseline recalculated monthly so forecasts stay in sync with actual performance | All SKUs—prevents forecasts from drifting away from reality over time |
| Growth Projections | You set growth % per SKU to override the statistical baseline | Scaling products, new market entries, aggressive growth phases |
| Promotion Calendar | Tag sales events, launches, and campaigns with expected lift % | Flash sales, Prime Day, influencer drops, product launches |
| Lead Time Buffer | Supplier production, freight, and FBA check-in windows in the math | Overseas sourcing and variable inbound legs |
Where Forecasting & Replenishment sits
Demand comes from your own sales history; reorder timing and stockout risk are planned against the stock position Inventory Management keeps accurate.
Planning that acts on operational truth.
- Reorder points, velocity, and lead-time variance on reconciled inventory and COGS — not spreadsheet averages.
- Shipment-aware runs when you need in-transit timing; strongest on Professional resolution.
- Monthly refresh and plan-vs-actual so the next buy cycle learns from the last.
Forecasting & Replenishment is an add-on with active Inventory Management. It needs Accounting Automation so planning acts on the same operational truth. Essentials vs Professional is an inventory-resolution setting — both support F&R; Professional unlocks shipment-level planning depth.
Connects to the tools you already use
NeonPanel integrates with Amazon, Shopify, QuickBooks Online, and Xero — one operational ledger across channels and books.
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Amazon
Seller Central and Vendor Central settlements, FBA and AWD inventory, and fee lines reconcile into QuickBooks or Xero on the same heartbeat as your ops team.
Plan vs Actual:
Learn from Every Cycle
Compare planned units to actuals per SKU and channel; monthly refresh keeps the baseline honest within modern inventory forecasting software.
- Forecasted vs actual units per SKU
- Over- and under-forecast by channel, season, or promo
- Each cycle feeds the next
- Monthly model refresh
Spreadsheets
Static sheets lag saves, formula sprawl grows with every SKU, and channel data goes stale between exports.
Inventory forecasting software
Continuous channel data, monthly baseline recalibration, and QuickBooks / Xero aligned to the same forecast.
Why Inventory Forecasting Software
Beats Spreadsheets
At scale, spreadsheets lag saves; NeonPanel keeps baselines live with monthly refresh and channel sync.
- Continuous channel data vs static sheets
- Monthly baseline recalibration
- High SKU counts without formula sprawl
- QuickBooks / Xero aligned to the same forecast
Demand, supply, and buy timing together
One system ties what should sell to when inventory lands and when to pay suppliers — fewer stockouts, less idle cash in the wrong SKUs.
- Statistical baseline plus launches and promos you define
- Plan vs actual plus refresh so projections stay honest
- Amazon, Shopify, wholesale, and the ledger in one place
- A unified demand model that supports both Shopify inventory forecasting and Amazon inventory forecasting, ensuring all channels are aligned instead of running on separate assumptions.
Demand forecasting and automated replenishment on one ledger — finance-grade numbers for how much to buy and when.
Eight specialists for your business
NeonPanel ships domain agents for replenishment, supply chain, accounting, forecasting, market intel, and more — on the same FIFO ledger and shipment-level inventory your ops and finance already use. Ask in Claude, Slack, or your own MCP client; the numbers stay one conversation.
- Dorian Replenishment PO timing, reorder points, and stockout risk from live velocity
- Nina Supply chain Shipment ETAs, warehouse balances, and inbound reconciliation
- Mark Marketing research Listing audits, keyword research, and PPC waste checks
- Marta Accounting P&L, COGS accuracy, and settlement reconciliation
- Kio Forecasting Demand scenarios, coverage gaps, and sell-through outlook
- April Market intel Share shifts, keyword gaps, and competitive moves
- Sanjay Financial analysis Cash planning, margin drivers, and portfolio roll-ups
- Neon Onboarding & CS Setup, Chart of Accounts mapping, and day-to-day help Also in site chat ↓
Recommendations land on real FIFO batch costs, not industry averages.
Frequently Asked Questions
At least 30 days for an initial demand forecasting baseline. For seasonality modeling, we recommend 12+ months of sales history.
Yes. QuickBooks Online and Xero integration is included in all Professional plans, supporting a seamless inventory forecasting system.
Absolutely. NeonPanel aggregates data from Amazon, Shopify, TikTok Shop, and Walmart for unified forecasts. Using advanced inventory forecasting techniques, the platform delivers consistent, unified insight across your entire go-to-market footprint.
You can tag any future promotional period—sales, launches, influencer campaigns—and specify expected lift. The system adjusts inventory needs accordingly, based on sales projections. This is crucial because historical data cannot predict what you are planning.
Yes, through NeonaSphera—structured AI agents powered by your NeonPanel data. The Inventory Manager agent can model forecast changes, update projections based on your inputs, and output replenishment recommendations that tell you when to order and how much to send to each channel. Learn more at neonasphera.com.
Bring NeonPanel into your stack
14-day free trial. No credit card. Dedicated onboarding on every plan — we set up your batches, your ledger, and your channels with you.
Join 200+ ecommerce teams who trust NeonPanel for their financial close.