Operations overview

Today’s kitchen plan

3 service risks require human attention.
Plan for · 85 guests
Last updated:

ACTION REQUIRED
Plan for30 Sep
Expected guests85
Unresolved risks3
Next stepResolve shortfall
Impact3 service risks surfaced before prep · 0 expired batches isolated · 13 future replenishment proposals prepared. Calculated from this published plan.
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3 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.

  • !
    Cheddar
    Available: 1.02 kg · Required: 1.52 kg
    Recommended action: Today's shortfall: 0.5 kg. Prep or source before service.
    Approval required
    Why this action?
    28 portions × 0.03 kg = 0.84 kg (Classic Cheeseburger)
    17 portions × 0.04 kg = 0.68 kg (Bacon & Cheddar Burger)
    1.52 kg required − 1.02 kg usable inventory = 0.5 kg service shortfall
    Missing 0.5 kg
  • !
    Chicken Wings
    Available: 1.2 kg · Required: 5.6 kg
    Recommended action: Today's shortfall: 4.4 kg. Prep or source before service.
    Approval required
    Why this action?
    14 portions × 0.4 kg = 5.6 kg (BBQ Wings)
    5.6 kg required − 1.2 kg usable inventory = 4.4 kg service shortfall
    Missing 4.4 kg
  • !
    Pork Ribs
    Available: 1.2 kg · Required: 4.95 kg
    Recommended action: Today's shortfall: 3.75 kg. Prep or source before service.
    Approval required
    Why this action?
    11 portions × 0.45 kg = 4.95 kg (Half Rack BBQ Ribs)
    4.95 kg required − 1.2 kg usable inventory = 3.75 kg service shortfall
    Missing 3.75 kg

Today’s prep

Work in priority order

  • 1
    Half Rack BBQ Ribs
    44 min
    11 portions
  • 2
    Classic Cheeseburger
    42 min
    28 portions
  • 3
    Bacon & Cheddar Burger
    31 min
    17 portions
  • 4
    BBQ Wings
    28 min
    14 portions
  • 5
    Grilled Chicken Wrap
    25 min
    10 portions
  • 6
    Grilled Chicken Plate
    24 min
    8 portions

Future replenishment

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

ItemAdditional orderSupplierDelivery
Bacon0.85 kgMeatCo
Bbq Sauce1.72 lDryGoods
Beef Patty45 pcsMeatCo
Burger Bun45 pcsBakeryCo
Cheddar1.02 kgDairyCo
Chicken Breast3.56 kgMeatCo
Chicken Wings1.2 kgMeatCo
Fries13.25 kgFrozenCo
Lettuce1.1 kgGreenCo
Pork Ribs1.2 kgMeatCo
Potato Fresh2 kgGreenCo
Tomato2.33 kgGreenCo
Tortilla10 pcsDryGoods

Demand forecast

Expected quantities for today’s service

Wednesday Weekday Demand BaselineLight Precipitation Weather Conditions (Code 51)Historical Demand Patterns For Expected Covers Of 85
Classic Cheeseburger28
high
Calculated using the 4-week historical Wednesday average rate of 0.3243 per cover multiplied by 85 expected covers.
Bacon & Cheddar Burger17
high
Based on the 4-week historical average same-weekday rate of 0.1963 per cover scaled to the expected 85 covers.
Half Rack BBQ Ribs11
medium
Derived from the historical Wednesday average of 0.1346 per cover applied to the 85 expected covers for today.
BBQ Wings14
medium
Based on an average historical Wednesday sales rate of 0.1703 per cover for 85 planned covers.
Grilled Chicken Wrap10
medium
Applying the historical same-weekday average of 0.1146 per cover to the target of 85 expected covers.
Grilled Chicken Plate8
medium
Calculated by multiplying the historical average rate of 0.0944 per cover by the expected 85 covers.

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 30 Sep 2026 · 07:01
  2. Read simulated POS history; resolved 85 expected covers from Deterministic History Same Weekday
  3. Applied weekday and weather context to the Gemini demand proposal
  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 3 service alerts and 3 approval requests

Agent briefing record

Summary and warnings retained for audit

85 guests expected on 2026-09-30. 6 prep tasks, 3 shortfalls today, 13 replenishment orders.

Autonomous run

Trace from operational inputs to the published plan

  1. 1Inputs
    85 guestsDeterministic History Same Weekday
  2. 2AI forecast
    Gemini6 dish predictions
  3. 3Validation
    Proposal acceptedGemini proposal validated
  4. 4Deterministic math
    FEFO · 19 batch usesConsumption + par level
  5. 5Published plan
    Deterministic fallback30 Sep 2026 · 07:01

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 sourceGemini
Briefing sourceDeterministic fallback
Inventory basisDaily snapshot chain
DiagnosticGemini proposal validated