Operations overview

Today’s kitchen plan

1 service risk requires human attention.
Plan for · 70 guests
Last updated:

ACTION REQUIRED
Plan for12 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: 4.4 kg · Required: 4.8 kg
    Recommended action: Today's shortfall: 0.4 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 − 4.4 kg usable inventory = 0.4 kg service shortfall
    Missing 0.4 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 Wings4.4 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

Average Historical Per-Cover Ordering Rates From Past Monday ObservationsExpected Cover Count Of 70 For The Target Forecast DateDry Weather Conditions With Light Precipitation
Classic Cheeseburger23
high
Averaged historical rate per cover of 0.322 applied to 70 expected covers yields 22.54, which rounds to 23.
Bacon & Cheddar Burger14
high
Averaged historical rate per cover of 0.1935 applied to 70 expected covers yields 13.55, which rounds to 14.
Half Rack BBQ Ribs9
high
Averaged historical rate per cover of 0.1289 applied to 70 expected covers yields 9.02, which rounds to 9.
BBQ Wings12
high
Averaged historical rate per cover of 0.1755 applied to 70 expected covers yields 12.29, which rounds to 12.
Grilled Chicken Wrap8
high
Averaged historical rate per cover of 0.1153 applied to 70 expected covers yields 8.07, which rounds to 8.
Grilled Chicken Plate7
high
Averaged historical rate per cover of 0.0935 applied to 70 expected covers yields 6.55, which rounds to 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 12 Oct 2026 · 07:00
  2. Read simulated POS history; resolved 70 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 1 service alert and 1 approval request

Agent briefing record

Summary and warnings retained for audit

70 guests expected on 2026-10-12. 6 prep tasks, 1 shortfalls today, 13 replenishment orders.

Autonomous run

Trace from operational inputs to the published plan

  1. 1Inputs
    70 guestsDeterministic History Same Weekday
  2. 2AI forecast
    Gemini6 dish predictions
  3. 3Validation
    Proposal acceptedGemini proposal validated
  4. 4Deterministic math
    FEFO · 20 batch usesConsumption + par level
  5. 5Published plan
    Deterministic fallback12 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 sourceGemini
Briefing sourceDeterministic fallback
Inventory basisDaily snapshot chain
DiagnosticGemini proposal validated