Deep dive

    F&B Recipe-Level Inventory & AI Prep — LOOP

    Every ml of milk, syrup and fish sauce deducted per sale, tomorrow's prep list written by AI at 14–22% MAPE, and daily variance flagged to the operator's Zalo within hours — not month-end.

    How LOOP handles it

    Every menu item has a BOM (bill of materials). A sale deducts each raw SKU at recipe-precise quantities. AI Forecast writes tomorrow's prep list per SKU per station. Variance Guard compares expected vs counted stock and flags drift > 3%.

    The specific pains here

    1. #1Milk usage 'looks about right' — you find out at month-end it drifted 8%.

      How LOOP solves it: AI Variance Guard flags SKU drift > 3% within hours via Zalo push.

    2. #2Prep quantities are notebook guesses; 20% goes to bin.

      How LOOP solves it: AI Prep List writes per-SKU per-station quantities at 14–22% MAPE.

    3. #3Supplier price hikes are invisible until margin collapses.

      How LOOP solves it: AI Cost Watch tracks per-SKU landed cost and repricing recommendations.

    4. #4Multi-outlet transfers are a spreadsheet mess.

      How LOOP solves it: Inter-outlet transfer with dual-side confirmation and auto-adjusted stock in both COGS ledgers.

    The LOOP playbook

    A repeatable, step-by-step operator workflow — copy it into your ops manual or run it as-is inside LOOP.

    1. Step 1Milk usage 'looks about right' — you find out at month-end it drifted 8%.

      Do: AI Variance Guard flags SKU drift > 3% within hours via Zalo push.

    2. Step 2Prep quantities are notebook guesses; 20% goes to bin.

      Do: AI Prep List writes per-SKU per-station quantities at 14–22% MAPE.

    3. Step 3Supplier price hikes are invisible until margin collapses.

      Do: AI Cost Watch tracks per-SKU landed cost and repricing recommendations.

    4. Step 4Multi-outlet transfers are a spreadsheet mess.

      Do: Inter-outlet transfer with dual-side confirmation and auto-adjusted stock in both COGS ledgers.

    AI

    • AI Prep List per SKU × station
    • AI Variance Guard (Zalo push)
    • AI Cost Watch (supplier price drift)

    Frequently asked

    What's the smallest unit of measure supported?

    0.1 gram / 0.1 ml. Precision matches typical F&B recipe standards.

    How does stocktake work?

    Weekly cycle count in the mobile app with barcode scan. Blind count option (staff can't see expected qty) for higher-integrity results.

    Can I import BOMs from a spreadsheet?

    Yes — CSV import with per-item preview and rollback. Typical menu of 80 items imports in 20 minutes.

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    Last updated: July 11, 2026