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    Profit Cashflow Quick Check

    by MDUBAOS

    1

    Quantify manufacturing margin leaks, cash cycle drift, and break-even shifts with numeric precision.

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    See it in action

    You say

    Analyze our margin variance for Q3: Budgeted 100 units at 50 THB (cost 30). Actuals were 90 units at 55 THB (cost 32). Why did the margin move?

    Your agent does

    Total Margin Variance: +70 THB (favorable — actual margin exceeded budget)

    • Price Variance: +450 THB (price rose 50→55 THB, applied to 90 actual units)
    • Cost Variance: -180 THB (unit cost rose 30→32 THB, applied to 90 actual units)
    • Volume Variance: -200 THB (10-unit shortfall × 20 THB budgeted margin/unit) Check: 450 - 180 - 200 = 70 ✓ matches actual-minus-budget margin

    About this skill

    The problem

    Manufacturing SMEs often see margins or cash reserves drop without knowing if the cause is price fluctuation, volume shifts, or operational drag. Standard accounting reports often lack the granular quantification needed to isolate whether inventory or receivables are stalling your cash flow.

    What it does

    • Decomposes margin variance into price, volume, and mix components to pinpoint profit leaks.
    • Calculates cash conversion cycle drift to identify where capital is tied up in the production cycle.
    • Determines break-even point shifts and quantifies the current safety margin in currency terms.
    • Validates all findings against numeric gates to ensure data-backed verdicts over guesswork.

    Why this beats prompting it yourself

    General LLMs struggle with the specific arithmetic logic required for variance decomposition and cash cycle drift. This skill uses structured logic and specific gates to ensure calculations remain grounded, preventing the common "hallucination" of financial trends that happens in manual prompting.

    Use cases

    • Analyzing monthly manufacturing performance to isolate why gross profit missed targets.
    • Reviewing operational liquidity by checking for inventory and receivable stalls.
    • Stress-testing business safety by calculating the current break-even buffer.

    Known limitations

    This is a preview version that identifies quantitative problems but does not provide root-cause diagnostics or specific action plans. It is designed specifically for manufacturing SMEs.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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    Creator

    MD-UBAOS™ I specialize in turning business data into decisions. MD-UBAOS™ is an AI Business Decision Framework designed to transform business objectives into structured executive recommendations through intelligent skill selection, business validation, and workflow orchestration. Unlike traditional AI agents that simply execute tasks, MD-UBAOS™ focuses on decision quality, ensuring that every recommendation passes a structured business evaluation before execution. Vision Transform AI from a task executor into an Executive Business Decision Partner.

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