Operations overview

Today’s kitchen plan

1 service risk requires human attention. Forecast model unavailable; verified reserve model used.
Plan for · 70 guests
Last updated:

ACTION REQUIRED
Plan for5 Oct
Expected guests70
Unresolved risks1
Next stepResolve shortfall
Impact1 service risk surfaced before prep · 0 expired batches isolated · 13 future replenishment proposals prepared. Calculated from this published plan.
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1 service risk requires review

Review each shortage and its recommended action before service.

View future replenishmentReview today’s risks

Today’s service risks

Each shortage includes one recommendation and its approval boundary.

  • !
    Chicken Wings
    Available: 2.4 kg · Required: 4.8 kg
    Recommended action: Today's shortfall: 2.4 kg. Prep or source before service.
    Approval required
    Why this action?
    12 portions × 0.4 kg = 4.8 kg (BBQ Wings)
    4.8 kg required − 2.4 kg usable inventory = 2.4 kg service shortfall
    Missing 2.4 kg

Today’s prep

Work in priority order

  • 1
    Half Rack BBQ Ribs
    36 min
    9 portions
  • 2
    Classic Cheeseburger
    34 min
    23 portions
  • 3
    Bacon & Cheddar Burger
    25 min
    14 portions
  • 4
    BBQ Wings
    24 min
    12 portions
  • 5
    Grilled Chicken Plate
    21 min
    7 portions
  • 6
    Grilled Chicken Wrap
    20 min
    8 portions

Future replenishment

Calculated to restore par stock after scheduled arrivals. These deliveries do not resolve today’s service shortfalls.

ItemAdditional orderSupplierDelivery
Bacon0.7 kgMeatCo
Bbq Sauce1.44 lDryGoods
Beef Patty37 pcsMeatCo
Burger Bun37 pcsBakeryCo
Cheddar1.25 kgDairyCo
Chicken Breast2.98 kgMeatCo
Chicken Wings2.4 kgMeatCo
Fries10.85 kgFrozenCo
Lettuce0.91 kgGreenCo
Pork Ribs4.05 kgMeatCo
Potato Fresh1.75 kgGreenCo
Tomato1.93 kgGreenCo
Tortilla8 pcsDryGoods

Demand forecast

Expected quantities for today’s service

Deterministic Baseline
Classic Cheeseburger23
medium
Deterministic baseline: mean of the last 4 Monday observations = 0.3220 per guest x 70 guests = 23
Bacon & Cheddar Burger14
medium
Deterministic baseline: mean of the last 4 Monday observations = 0.1935 per guest x 70 guests = 14
Half Rack BBQ Ribs9
medium
Deterministic baseline: mean of the last 4 Monday observations = 0.1289 per guest x 70 guests = 9
BBQ Wings12
medium
Deterministic baseline: mean of the last 4 Monday observations = 0.1755 per guest x 70 guests = 12
Grilled Chicken Wrap8
medium
Deterministic baseline: mean of the last 4 Monday observations = 0.1153 per guest x 70 guests = 8
Grilled Chicken Plate7
medium
Deterministic baseline: mean of the last 4 Monday observations = 0.0935 per guest x 70 guests = 7

Waste requiring attention

Expired stock is excluded before consumption is calculated

No expired waste.

Traceability and technical details

Why this isn’t a spreadsheet

A spreadsheet waits for an operator. This agent runs the full planning workflow and publishes an auditable result.

Deterministic engineCalculates recipe demand, FEFO consumption, shortages, lead times and par replenishment.
AI agentUses the validated context to forecast, prioritise conflicts, propose actions and explain the result.
Human approvalShortfall recommendations are flagged for operator review; recorded decisions appear in the audit trail.

AI Operations Agent — completed 7 actions

Recorded orchestration for this published run

  1. Scheduled daily at 07:00; this plan was generated 5 Oct 2026 · 07:00
  2. Read simulated POS history; resolved 70 expected covers from Deterministic History Same Weekday
  3. Read weekday and weather context; safe fallback used same-weekday history
  4. Forecasted 6 menu items
  5. Expanded recipes into 13 ingredient requirements
  6. Reconciled demand with dated FEFO inventory and scheduled deliveries
  7. Published the prep plan with 1 service alert and 1 approval request

Agent briefing record

Summary and warnings retained for audit

70 guests expected on 2026-10-05. 6 prep tasks, 1 shortfalls today, 13 replenishment orders.

  • Forecast used the deterministic fallback (no model output).

Autonomous run

Trace from operational inputs to the published plan

  1. 1Inputs
    70 guestsDeterministic History Same Weekday
  2. 2AI forecast
    Deterministic fallback6 dish predictions
  3. 3Validation
    Fallback activatedFallback · Model unavailable
  4. 4Deterministic math
    FEFO · 13 batch usesConsumption + par level
  5. 5Published plan
    Deterministic fallback5 Oct 2026 · 07:00

Plan history

Read-only archived plans

12 Oct · 70 guests11 Oct · 109 guests10 Oct · 139 guests9 Oct · 139 guests8 Oct · 104 guests7 Oct · 85 guests6 Oct · 68 guests5 Oct · 70 guests4 Oct · 109 guests2 Oct · 139 guests30 Sep · 85 guests29 Sep · 68 guests27 Sep · 109 guests26 Sep · 139 guests

Run integrity

Model paths and audit status

Forecast sourceDeterministic fallback
Briefing sourceDeterministic fallback
Inventory basisDaily snapshot chain
DiagnosticFallback · Model unavailable