https://grow-or-die.com/ Practical formulas, methods, and product guidance for measuring revenue, AI cost, and contribution profit. en Fri, 31 Jul 2026 00:00:00 GMT https://grow-or-die.com/learn/what-is-ai-unit-economics https://grow-or-die.com/learn/what-is-ai-unit-economics Fri, 31 Jul 2026 00:00:00 GMT Learn how to calculate AI product revenue, inference cost, and contribution profit per visitor, user, account, or paying customer. https://grow-or-die.com/learn/calculate-ai-contribution-margin https://grow-or-die.com/learn/calculate-ai-contribution-margin Fri, 31 Jul 2026 00:00:00 GMT Calculate AI contribution margin from observed payments, refunds, processor fees, and attributable model cost with a worked example. https://grow-or-die.com/learn/ai-cost-per-user https://grow-or-die.com/learn/ai-cost-per-user Fri, 31 Jul 2026 00:00:00 GMT Calculate AI cost per user from provider-reported model usage, cached tokens, retries, and a clearly defined user denominator. https://grow-or-die.com/learn/token-cost-is-not-profit https://grow-or-die.com/learn/token-cost-is-not-profit Fri, 31 Jul 2026 00:00:00 GMT Learn why token cost alone cannot show AI product profit, how to join usage with payment evidence, and which conclusions the data can support. https://grow-or-die.com/learn/gross-margin-vs-ai-contribution-margin https://grow-or-die.com/learn/gross-margin-vs-ai-contribution-margin Fri, 31 Jul 2026 00:00:00 GMT Compare gross margin with AI contribution margin, calculate each metric from the right evidence, and avoid presenting an operational metric as accounting profit. https://grow-or-die.com/learn/find-loss-making-customers https://grow-or-die.com/learn/find-loss-making-customers Fri, 31 Jul 2026 00:00:00 GMT Find AI product customers whose attributable model cost exceeds observed payment contribution, without treating missing identity or revenue as zero.