Operations overview

Today’s kitchen plan

4 service risks require human attention. Forecast model unavailable; verified reserve model used.
Plan for · 68 guests
Last updated:

ACTION REQUIRED
Plan for29 Sep
Expected guests68
Unresolved risks4
Next stepResolve shortfall
Impact4 service risks surfaced before prep · 0 expired batches isolated · 13 future replenishment proposals prepared. Calculated from this published plan.
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4 service risks require 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.

  • !
    Beef Patty
    Available: 4 pcs · Required: 34 pcs
    Recommended action: Today's shortfall: 30.0 pcs. Prep or source before service.
    Approval required
    Why this action?
    21 portions × 1 pcs = 21 pcs (Classic Cheeseburger)
    13 portions × 1 pcs = 13 pcs (Bacon & Cheddar Burger)
    34 pcs required − 4 pcs usable inventory = 30 pcs service shortfall
    Missing 30 pcs
  • !
    Burger Bun
    Available: 4 pcs · Required: 34 pcs
    Recommended action: Today's shortfall: 30.0 pcs. Prep or source before service.
    Approval required
    Why this action?
    21 portions × 1 pcs = 21 pcs (Classic Cheeseburger)
    13 portions × 1 pcs = 13 pcs (Bacon & Cheddar Burger)
    34 pcs required − 4 pcs usable inventory = 30 pcs service shortfall
    Missing 30 pcs
  • !
    Fries
    Available: 8.1 kg · Required: 10.5 kg
    Recommended action: Today's shortfall: 2.4 kg. Prep or source before service.
    Approval required
    Why this action?
    21 portions × 0.2 kg = 4.2 kg (Classic Cheeseburger)
    13 portions × 0.2 kg = 2.6 kg (Bacon & Cheddar Burger)
    10 portions × 0.25 kg = 2.5 kg (Half Rack BBQ Ribs)
    8 portions × 0.15 kg = 1.2 kg (Grilled Chicken Wrap)
    10.5 kg required − 8.1 kg usable inventory = 2.4 kg service shortfall
    Missing 2.4 kg
  • !
    Tomato
    Available: 1.03 kg · Required: 1.82 kg
    Recommended action: Today's shortfall: 0.79 kg. Prep or source before service.
    Approval required
    Why this action?
    21 portions × 0.04 kg = 0.84 kg (Classic Cheeseburger)
    13 portions × 0.03 kg = 0.39 kg (Bacon & Cheddar Burger)
    8 portions × 0.03 kg = 0.24 kg (Grilled Chicken Wrap)
    7 portions × 0.05 kg = 0.35 kg (Grilled Chicken Plate)
    1.82 kg required − 1.03 kg usable inventory = 0.79 kg service shortfall
    Missing 0.79 kg

Today’s prep

Work in priority order

  • 1
    Half Rack BBQ Ribs
    40 min
    10 portions
  • 2
    Classic Cheeseburger
    32 min
    21 portions
  • 3
    Bacon & Cheddar Burger
    23 min
    13 portions
  • 4
    BBQ Wings
    22 min
    11 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
Bacon1.95 kgMeatCo
Bbq Sauce2.92 lDryGoods
Beef Patty60 pcsMeatCo
Burger Bun60 pcsBakeryCo
Cheddar2.98 kgDairyCo
Chicken Breast7.74 kgMeatCo
Chicken Wings8.8 kgMeatCo
Fries25 kgFrozenCo
Lettuce2.29 kgGreenCo
Pork Ribs10.8 kgMeatCo
Potato Fresh4.5 kgGreenCo
Tomato4 kgGreenCo
Tortilla25 pcsDryGoods

Demand forecast

Expected quantities for today’s service

Deterministic Baseline
Classic Cheeseburger21
medium
Deterministic baseline: mean of the last 4 Tuesday observations = 0.3041 per guest x 68 guests = 21
Bacon & Cheddar Burger13
medium
Deterministic baseline: mean of the last 4 Tuesday observations = 0.1906 per guest x 68 guests = 13
Half Rack BBQ Ribs10
medium
Deterministic baseline: mean of the last 4 Tuesday observations = 0.1465 per guest x 68 guests = 10
BBQ Wings11
medium
Deterministic baseline: mean of the last 4 Tuesday observations = 0.1610 per guest x 68 guests = 11
Grilled Chicken Wrap8
medium
Deterministic baseline: mean of the last 4 Tuesday observations = 0.1245 per guest x 68 guests = 8
Grilled Chicken Plate7
medium
Deterministic baseline: mean of the last 4 Tuesday observations = 0.1026 per guest x 68 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 29 Sep 2026 · 07:00
  2. Read simulated POS history; resolved 68 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 4 service alerts and 4 approval requests

Agent briefing record

Summary and warnings retained for audit

68 guests expected on 2026-09-29. 6 prep tasks, 4 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
    68 guestsDeterministic History Same Weekday
  2. 2AI forecast
    Deterministic fallback6 dish predictions
  3. 3Validation
    Fallback activatedFallback · Model unavailable
  4. 4Deterministic math
    FEFO · 15 batch usesConsumption + par level
  5. 5Published plan
    Deterministic fallback29 Sep 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