Demand forecasting
Stop prepping and staffing for last week's service.
MarginKitchen turns POS history, weather and local events into a 15-minute interval forecast of covers and item mix — so the kitchen and the schedule are aligned with the day that's actually coming.

Forecast
+92%
cover accuracy
The leak
Gut-feel forecasts cost you twice — every shift.
Most restaurants project demand from a manager's memory of last week. The result is a kitchen that's either over-prepped on a slow night or 86'ing the hero dish at peak. Both end up on the P&L.
- Tuesday slow, Friday packed — and the prep list looks the same.
- Weather changes covers by ±15% and no one re-staffs.
- Delivery channel mix moves and the POS doesn't flag it.
- Hero dishes sell out before the rush ends.

How operators use it
A confidence-scored forecast you can read in 30 seconds.
MarginKitchen learns your service patterns by daypart and channel, blends in weather and local events, and projects covers and item mix with a confidence score and a reason — so the chef and GM can act on it without checking the math.
- Covers, items and channel mix forecast by 15-minute interval
- Weather and local event signals built in, not bolted on
- Confidence score with the reason, never a fake number
- One-click override that the model learns from
- Connects directly into prep plans and labor guidance
Service timeline
How a GM uses the forecast every morning.
- Step 01
06:00
Forecast finishes overnight using yesterday's actuals plus this morning's weather and reservations.
- Step 02
06:30
Chef reviews item-level demand on the prep screen and adjusts pull-forwards.
- Step 03
06:45
GM checks covers by daypart and confirms the labor calls in the daily brief.
- Step 04
Mid-shift
If real covers diverge from forecast, MarginKitchen re-runs and flags the next decision.
- Step 05
Post-shift
Forecast vs actual reconciles automatically and feeds tomorrow's model.
Connected workflows
Forecasting is one input. Here's where it lands.
Forecast the day before you cook for it.
Import 4 weeks of POS history and your first confidence-scored forecast is ready in under 10 minutes.
FAQ
Questions operators actually ask.
No. MarginKitchen sits on top of the POS, schedule and vendor invoices you already use. We turn that data into the daily decisions a POS won't tell you — what to prep, who to staff, what to re-price, what to 86.