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  ],
  "warnings": [
    "Illustrative cash falls below zero. An additional 72,118.38 USD opening cash would cover the modelled cash trough, before any unmodelled financing or contingencies.",
    "Payables exceed inventory days, creating a negative inventory/payable working-capital component. Review whether the operating terms support this cash benefit."
  ],
  "summary": "Expected new customers are 75 per month. The 24-month contribution LTV is 799.28 USD/customer, or 3.33× CAC. CAC contribution payback occurs in month 5. Closing cash is 90,843.12 USD; the lowest cash balance, including opening cash, is -72,118.38 USD.",
  "methods": [
    "Expected new customers each month = acquisition spend / CAC. Acquisition occurs at the beginning of the month, with first revenue in that month.",
    "For cohort age a: active customers = cohort size × (1 − churn)^a; price = initial price × (1 + expansion)^a.",
    "Contribution = revenue − active customers × variable cost. Monthly operating profit subtracts acquisition spend and fixed costs.",
    "Working capital = revenue × receivable days / 30 + variable cost total × (inventory days − payable days) / 30. Cash flow = operating profit − change in working capital.",
    "Finite-horizon contribution LTV discounts one customer’s expected contributions at ages 0 to horizon − 1. CAC payback uses undiscounted cohort contribution. Its first recovery crossing is evaluated from exact canonical JSON-number decimals, without a numerical tolerance."
  ],
  "limitations": [
    "Expected fractional customers and constant acquisition, churn, expansion and cost assumptions. Months have 30 days for working capital.",
    "Finite-horizon LTV is not infinite lifetime value. No taxes, capex, financing, terminal value, seasonality or saturation.",
    "Customers surviving at horizon generate no terminal value; working capital is not released at horizon.",
    "Numerical input precision: use zero or absolute values of at least 0.000000001. Smaller nonzero inputs are rejected explicitly."
  ]
}
