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.

Demand forecasting — kitchen scene

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.
Operator using MarginKitchen at the pass

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.

  1. Step 01

    06:00

    Forecast finishes overnight using yesterday's actuals plus this morning's weather and reservations.

  2. Step 02

    06:30

    Chef reviews item-level demand on the prep screen and adjusts pull-forwards.

  3. Step 03

    06:45

    GM checks covers by daypart and confirms the labor calls in the daily brief.

  4. Step 04

    Mid-shift

    If real covers diverge from forecast, MarginKitchen re-runs and flags the next decision.

  5. Step 05

    Post-shift

    Forecast vs actual reconciles automatically and feeds tomorrow's model.

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.