Operations overview

Today’s kitchen plan

7 service risks require human attention. Forecast model unavailable; verified reserve model used.
Plan for · 109 guests
Last updated:

ACTION REQUIRED
Plan for4 Oct
Expected guests109
Unresolved risks7
Next stepResolve shortfall
Impact7 service risks surfaced before prep · 1 expired batch isolated · 13 future replenishment proposals prepared. Calculated from this published plan.
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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.

  • !
    Bbq Sauce
    Available: 0.32 l · Required: 2.34 l
    Recommended action: Today's shortfall: 2.02 l. Prep or source before service.
    Approval required
    Why this action?
    15 portions × 0.08 l = 1.2 l (Half Rack BBQ Ribs)
    19 portions × 0.06 l = 1.14 l (BBQ Wings)
    2.34 l required − 0.32 l usable inventory = 2.02 l service shortfall
    Missing 2.02 l
  • !
    Beef Patty
    Available: 0 pcs · Required: 56 pcs
    Recommended action: Today's shortfall: 56.0 pcs. Prep or source before service.
    Approval required
    Why this action?
    35 portions × 1 pcs = 35 pcs (Classic Cheeseburger)
    21 portions × 1 pcs = 21 pcs (Bacon & Cheddar Burger)
    56 pcs required − 0 pcs usable inventory = 56 pcs service shortfall
    Missing 56 pcs
  • !
    Burger Bun
    Available: 0 pcs · Required: 56 pcs
    Recommended action: Today's shortfall: 56.0 pcs. Prep or source before service.
    Approval required
    Why this action?
    35 portions × 1 pcs = 35 pcs (Classic Cheeseburger)
    21 portions × 1 pcs = 21 pcs (Bacon & Cheddar Burger)
    56 pcs required − 0 pcs usable inventory = 56 pcs service shortfall
    Missing 56 pcs
  • !
    Chicken Breast
    Available: 0 kg · Required: 4.76 kg
    Recommended action: Today's shortfall: 4.76 kg. Prep or source before service.
    Approval required
    Why this action?
    13 portions × 0.18 kg = 2.34 kg (Grilled Chicken Wrap)
    11 portions × 0.22 kg = 2.42 kg (Grilled Chicken Plate)
    4.76 kg required − 0 kg usable inventory = 4.76 kg service shortfall
    Missing 4.76 kg
  • !
    Fries
    Available: 0 kg · Required: 16.9 kg
    Recommended action: Today's shortfall: 16.9 kg. Prep or source before service.
    Approval required
    Why this action?
    35 portions × 0.2 kg = 7 kg (Classic Cheeseburger)
    21 portions × 0.2 kg = 4.2 kg (Bacon & Cheddar Burger)
    15 portions × 0.25 kg = 3.75 kg (Half Rack BBQ Ribs)
    13 portions × 0.15 kg = 1.95 kg (Grilled Chicken Wrap)
    16.9 kg required − 0 kg usable inventory = 16.9 kg service shortfall
    Missing 16.9 kg
  • !
    Lettuce
    Available: 0.04 kg · Required: 1.42 kg
    Recommended action: Today's shortfall: 1.38 kg. Prep or source before service.
    Approval required
    Why this action?
    35 portions × 0.02 kg = 0.7 kg (Classic Cheeseburger)
    13 portions × 0.03 kg = 0.39 kg (Grilled Chicken Wrap)
    11 portions × 0.03 kg = 0.33 kg (Grilled Chicken Plate)
    1.42 kg required − 0.04 kg usable inventory = 1.38 kg service shortfall
    Missing 1.38 kg
  • !
    Tomato
    Available: 0 kg · Required: 2.97 kg
    Recommended action: Today's shortfall: 2.97 kg. Prep or source before service.
    Approval required
    Why this action?
    35 portions × 0.04 kg = 1.4 kg (Classic Cheeseburger)
    21 portions × 0.03 kg = 0.63 kg (Bacon & Cheddar Burger)
    13 portions × 0.03 kg = 0.39 kg (Grilled Chicken Wrap)
    11 portions × 0.05 kg = 0.55 kg (Grilled Chicken Plate)
    2.97 kg required − 0 kg usable inventory = 2.97 kg service shortfall
    Missing 2.97 kg

Today’s prep

Work in priority order

  • 1
    Half Rack BBQ Ribs
    1 hr
    15 portions
  • 2
    Classic Cheeseburger
    52 min
    35 portions
  • 3
    BBQ Wings
    38 min
    19 portions
  • 4
    Bacon & Cheddar Burger
    38 min
    21 portions
  • 5
    Grilled Chicken Plate
    33 min
    11 portions
  • 6
    Grilled Chicken Wrap
    32 min
    13 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 Sauce2.04 lDryGoods
Beef Patty60 pcsMeatCo
Burger Bun60 pcsBakeryCo
Cheddar1.89 kgDairyCo
Chicken Breast10 kgMeatCo
Chicken Wings7.6 kgMeatCo
Fries25 kgFrozenCo
Lettuce3 kgGreenCo
Pork Ribs6.75 kgMeatCo
Potato Fresh8.5 kgGreenCo
Tomato4 kgGreenCo
Tortilla23 pcsDryGoods

Demand forecast

Expected quantities for today’s service

Deterministic Baseline
Classic Cheeseburger35
medium
Deterministic baseline: mean of the last 4 Sunday observations = 0.3202 per guest x 109 guests = 35
Bacon & Cheddar Burger21
medium
Deterministic baseline: mean of the last 4 Sunday observations = 0.1927 per guest x 109 guests = 21
Half Rack BBQ Ribs15
medium
Deterministic baseline: mean of the last 4 Sunday observations = 0.1343 per guest x 109 guests = 15
BBQ Wings19
medium
Deterministic baseline: mean of the last 4 Sunday observations = 0.1723 per guest x 109 guests = 19
Grilled Chicken Wrap13
medium
Deterministic baseline: mean of the last 4 Sunday observations = 0.1187 per guest x 109 guests = 13
Grilled Chicken Plate11
medium
Deterministic baseline: mean of the last 4 Sunday observations = 0.0982 per guest x 109 guests = 11

Waste requiring attention

Expired stock is excluded before consumption is calculated

  • ×
    Chicken Breast
    delivery-2026-09-29-chicken_breast · Expired
    0.08 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 4 Oct 2026 · 07:00
  2. Read simulated POS history; resolved 109 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 7 service alerts and 7 approval requests

Agent briefing record

Summary and warnings retained for audit

109 guests expected on 2026-10-04. 6 prep tasks, 7 shortfalls today, 13 replenishment orders.

  • Batch delivery-2026-09-29-chicken_breast (chicken_breast, 0.08 kg) expired 2026-10-03 — discard.
  • Forecast used the deterministic fallback (no model output).

Autonomous run

Trace from operational inputs to the published plan

  1. 1Inputs
    109 guestsDeterministic History Same Weekday
  2. 2AI forecast
    Deterministic fallback6 dish predictions
  3. 3Validation
    Fallback activatedFallback · Model unavailable
  4. 4Deterministic math
    FEFO · 10 batch usesConsumption + par level
  5. 5Published plan
    Deterministic fallback4 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 sourceDeterministic fallback
Briefing sourceDeterministic fallback
Inventory basisDaily snapshot chain
DiagnosticFallback · Model unavailable