Operations overview

Today’s kitchen plan

7 service risks require human attention.
Plan for · 139 guests
Last updated:

ACTION REQUIRED
Plan for2 Oct
Expected guests139
Unresolved risks7
Next stepResolve shortfall
Impact7 service risks surfaced before prep · 0 expired batches isolated · 13 future replenishment proposals prepared. Calculated from this published plan.
Want to see the agent act live?Run an isolated 90-second sandbox with simulated data.
Try interactive demo
!

7 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: 15 pcs · Required: 71 pcs
    Recommended action: Order 60 units from MeatCo immediately to mitigate the 56.0 unit shortfall.
    Approval required
    Why this action?
    45 portions × 1 pcs = 45 pcs (Classic Cheeseburger)
    26 portions × 1 pcs = 26 pcs (Bacon & Cheddar Burger)
    71 pcs required − 15 pcs usable inventory = 56 pcs service shortfall
    Missing 56 pcs
  • !
    Burger Bun
    Available: 15 pcs · Required: 71 pcs
    Recommended action: Order 60 units from BakeryCo immediately to mitigate the 56.0 unit shortfall.
    Approval required
    Why this action?
    45 portions × 1 pcs = 45 pcs (Classic Cheeseburger)
    26 portions × 1 pcs = 26 pcs (Bacon & Cheddar Burger)
    71 pcs required − 15 pcs usable inventory = 56 pcs service shortfall
    Missing 56 pcs
  • !
    Cheddar
    Available: 1.02 kg · Required: 2.39 kg
    Recommended action: Order 4 kg from DairyCo to address the 1.37 kg shortfall.
    Approval required
    Why this action?
    45 portions × 0.03 kg = 1.35 kg (Classic Cheeseburger)
    26 portions × 0.04 kg = 1.04 kg (Bacon & Cheddar Burger)
    2.39 kg required − 1.02 kg usable inventory = 1.37 kg service shortfall
    Missing 1.37 kg
  • !
    Chicken Wings
    Available: 1.2 kg · Required: 9.6 kg
    Recommended action: Order 10 kg from MeatCo to address the 8.4 kg shortfall.
    Approval required
    Why this action?
    24 portions × 0.4 kg = 9.6 kg (BBQ Wings)
    9.6 kg required − 1.2 kg usable inventory = 8.4 kg service shortfall
    Missing 8.4 kg
  • !
    Fries
    Available: 11.75 kg · Required: 21.5 kg
    Recommended action: Order 25 kg from FrozenCo to address the 9.75 kg shortfall.
    Approval required
    Why this action?
    45 portions × 0.2 kg = 9 kg (Classic Cheeseburger)
    26 portions × 0.2 kg = 5.2 kg (Bacon & Cheddar Burger)
    19 portions × 0.25 kg = 4.75 kg (Half Rack BBQ Ribs)
    17 portions × 0.15 kg = 2.55 kg (Grilled Chicken Wrap)
    21.5 kg required − 11.75 kg usable inventory = 9.75 kg service shortfall
    Missing 9.75 kg
  • !
    Pork Ribs
    Available: 1.2 kg · Required: 8.55 kg
    Recommended action: Order 12 kg from MeatCo to address the 7.35 kg shortfall.
    Approval required
    Why this action?
    19 portions × 0.45 kg = 8.55 kg (Half Rack BBQ Ribs)
    8.55 kg required − 1.2 kg usable inventory = 7.35 kg service shortfall
    Missing 7.35 kg
  • !
    Tomato
    Available: 1.67 kg · Required: 3.84 kg
    Recommended action: Order 4 kg from GreenCo to address the 2.17 kg shortfall.
    Approval required
    Why this action?
    45 portions × 0.04 kg = 1.8 kg (Classic Cheeseburger)
    26 portions × 0.03 kg = 0.78 kg (Bacon & Cheddar Burger)
    17 portions × 0.03 kg = 0.51 kg (Grilled Chicken Wrap)
    15 portions × 0.05 kg = 0.75 kg (Grilled Chicken Plate)
    3.84 kg required − 1.67 kg usable inventory = 2.17 kg service shortfall
    Missing 2.17 kg

Today’s prep

Work in priority order

  • 1
    Half Rack BBQ Ribs
    1 hr 16 min
    19 portions
  • 2
    Classic Cheeseburger
    1 hr 8 min
    45 portions
  • 3
    BBQ Wings
    48 min
    24 portions
  • 4
    Bacon & Cheddar Burger
    47 min
    26 portions
  • 5
    Grilled Chicken Plate
    45 min
    15 portions
  • 6
    Grilled Chicken Wrap
    42 min
    17 portions

Future replenishment

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

ItemAdditional orderSupplierDelivery
Bacon3.25 kgMeatCo
Bbq Sauce2.96 lDryGoods
Beef Patty60 pcsMeatCo
Burger Bun60 pcsBakeryCo
Cheddar4 kgDairyCo
Chicken Breast9.92 kgMeatCo
Chicken Wings10 kgMeatCo
Fries25 kgFrozenCo
Lettuce2.96 kgGreenCo
Pork Ribs12 kgMeatCo
Potato Fresh5.75 kgGreenCo
Tomato4 kgGreenCo
Tortilla17 pcsDryGoods

Demand forecast

Expected quantities for today’s service

Friday Dinner Service With 139 Expected CoversWet Weather Conditions With 9.7Mm Precipitation Likely Keeping Dining IndoorsCool Autumn Temperature Of 16.3 Degrees Celsius
Classic Cheeseburger45
high
Derived from the average Friday rate of 0.32235 per cover applied to 139 expected covers.
Bacon & Cheddar Burger26
high
Derived from the average Friday rate of 0.18475 per cover applied to 139 expected covers.
Half Rack BBQ Ribs19
medium
Derived from the average Friday rate of 0.13515 per cover applied to 139 expected covers.
BBQ Wings24
high
Derived from the average Friday rate of 0.17015 per cover applied to 139 expected covers.
Grilled Chicken Wrap17
medium
Derived from the average Friday rate of 0.118975 per cover applied to 139 expected covers.
Grilled Chicken Plate15
medium
Derived from the average Friday rate of 0.1046 per cover applied to 139 expected 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 2 Oct 2026 · 07:00
  2. Read simulated POS history; resolved 139 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 7 service alerts and 7 approval requests

Agent briefing record

Summary and warnings retained for audit

Preparing for a 139-cover Friday dinner service. Cool (16.3 degrees Celsius) and wet weather (9.7mm precipitation) will likely push diners indoors, favoring burgers and BBQ items. Urgent action is needed to resolve critical ingredient shortfalls.

  • Major prep shortfalls exist today for core items: beef patties (short 56.0), burger buns (short 56.0), and pork ribs (short 7.35).
  • Stock levels will be entirely depleted (0 remaining) for beef patties, burger buns, cheddar, tomatoes, fries, pork ribs, and chicken wings after tonight's service.

Autonomous run

Trace from operational inputs to the published plan

  1. 1Inputs
    139 guestsDeterministic History Same Weekday
  2. 2AI forecast
    Gemini6 dish predictions
  3. 3Validation
    Proposal acceptedGemini proposal validated
  4. 4Deterministic math
    FEFO · 18 batch usesConsumption + par level
  5. 5Published plan
    Gemini2 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 sourceGemini
Inventory basisDaily snapshot chain
DiagnosticGemini proposal validated