Operations overview

Today’s kitchen plan

2 service risks require human attention.
Plan for · 104 guests
Last updated:

ACTION REQUIRED
Plan for8 Oct
Expected guests104
Unresolved risks2
Next stepResolve shortfall
Impact2 service risks surfaced before prep · 1 expired batch isolated · 13 future replenishment proposals prepared. Calculated from this published plan.
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2 service risks require review

Review each shortage and its recommended action before service.

Today’s service risks

Each shortage includes one recommendation and its approval boundary.

  • !
    Bbq Sauce
    Available: 1.82 l · Required: 2.2 l
    Recommended action: Source an additional 0.38 l of BBQ sauce to cover today's requirement of 2.2 l (only 1.82 l available).
    Approval required
    Why this action?
    14 portions × 0.08 l = 1.12 l (Half Rack BBQ Ribs)
    18 portions × 0.06 l = 1.08 l (BBQ Wings)
    2.2 l required − 1.82 l usable inventory = 0.38 l service shortfall
    Missing 0.38 l
  • !
    Chicken Wings
    Available: 4.4 kg · Required: 7.2 kg
    Recommended action: Emergency purchase or substitute 2.8 kg of chicken wings to meet the 7.2 kg daily demand.
    Approval required
    Why this action?
    18 portions × 0.4 kg = 7.2 kg (BBQ Wings)
    7.2 kg required − 4.4 kg usable inventory = 2.8 kg service shortfall
    Missing 2.8 kg

Today’s prep

Work in priority order

  • 1
    Half Rack BBQ Ribs
    56 min
    14 portions
  • 2
    Classic Cheeseburger
    50 min
    33 portions
  • 3
    Bacon & Cheddar Burger
    38 min
    21 portions
  • 4
    BBQ Wings
    36 min
    18 portions
  • 5
    Grilled Chicken Plate
    30 min
    10 portions
  • 6
    Grilled Chicken Wrap
    30 min
    12 portions

Future replenishment

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

ItemAdditional orderSupplierDelivery
Bacon1.05 kgMeatCo
Bbq Sauce1.82 lDryGoods
Beef Patty54 pcsMeatCo
Burger Bun54 pcsBakeryCo
Cheddar1.83 kgDairyCo
Chicken Breast4.36 kgMeatCo
Chicken Wings4.4 kgMeatCo
Fries16.1 kgFrozenCo
Lettuce1.32 kgGreenCo
Pork Ribs6.3 kgMeatCo
Potato Fresh2.5 kgGreenCo
Tomato2.81 kgGreenCo
Tortilla12 pcsDryGoods

Demand forecast

Expected quantities for today’s service

Thursday Weekday Demand TrendsRainy Weather With 20.6 Mm Of Expected PrecipitationCooler Autumn Temperatures Of 10.2 Degrees Celsius
Classic Cheeseburger33
medium
Calculated by averaging the historical same-weekday per-cover demand (0.321) and multiplying by the expected 104 covers for today.
Bacon & Cheddar Burger21
medium
Calculated by averaging the historical same-weekday per-cover demand (0.1998) and multiplying by the expected 104 covers for today.
Half Rack BBQ Ribs14
medium
Calculated by averaging the historical same-weekday per-cover demand (0.132) and multiplying by the expected 104 covers for today.
BBQ Wings18
medium
Calculated by averaging the historical same-weekday per-cover demand (0.170175) and multiplying by the expected 104 covers for today.
Grilled Chicken Wrap12
medium
Calculated by averaging the historical same-weekday per-cover demand (0.117575) and multiplying by the expected 104 covers for today.
Grilled Chicken Plate10
medium
Calculated by averaging the historical same-weekday per-cover demand (0.0934) and multiplying by the expected 104 covers for today.

Waste requiring attention

Expired stock is excluded before consumption is calculated

  • ×
    Potato Fresh
    delivery-2026-09-26-potato_fresh · Expired
    1.5 kg
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 8 Oct 2026 · 07:00
  2. Read simulated POS history; resolved 104 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 2 service alerts and 2 approval requests

Agent briefing record

Summary and warnings retained for audit

Morning briefing for October 8, 2026. We are expecting 104 covers today, driven by cool, rainy autumn weather. Preparation focus should be on high-priority items, specifically bbq_ribs and burgers. We have immediate ingredient shortfalls for BBQ sauce and chicken wings that need resolution.

  • Waste Alert: 1.5 kg of fresh potatoes (batch delivery-2026-09-26-potato_fresh) expired on 2026-10-07 and must be discarded.
  • Shortfalls detected: bbq_sauce is short by 0.38 and chicken_wings is short by 2.8 kg for today's prep tasks.
  • Critical stock levels: Remaining stock for bbq_sauce and chicken_wings is at 0, while pork_ribs is extremely low at 0.75 kg.

Autonomous run

Trace from operational inputs to the published plan

  1. 1Inputs
    104 guestsDeterministic History Same Weekday
  2. 2AI forecast
    Gemini6 dish predictions
  3. 3Validation
    Proposal acceptedGemini proposal validated
  4. 4Deterministic math
    FEFO · 26 batch usesConsumption + par level
  5. 5Published plan
    Gemini8 Oct 2026 · 07:00

Plan history

Read-only archived plans

Run integrity

Model paths and audit status

Forecast sourceGemini
Briefing sourceGemini
Inventory basisDaily snapshot chain
DiagnosticGemini proposal validated