Grow or die

Know if your AI product is growing profitably

23 followers

Know if your AI product is growing profitably

23 followers

Grow or Die joins traffic, payments, and server-side model usage to show revenue per visitor, AI cost per visitor, and contribution profit. See which customers, features, and models create or destroy margin—without storing prompts or outputs.

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Launch tags:Analytics

Launch Team

ReplayAutonomous app testing for teams who ship at AI-speed

Promoted

DROP

Maker

📌

Hey Product Hunt 👋 I built Grow or Die after watching AI products celebrate traffic and MRR while treating model cost as an unrelated bill. For AI software, that leaves the most important question unanswered: did growth create margin? Grow or Die connects: • GA4 or PostHog for visitors • Stripe or Lemon Squeezy for paid revenue and refunds • a server-side SDK for OpenAI or Anthropic usage Then it gives you one shared equation: Revenue / visitor − AI cost / visitor = profit / visitor The deliberate choices: • no prompt or output storage • no model API keys • failed and timed-out calls still count when tokens were consumed • missing or unpriced data stays missing • one prioritized profit action instead of dozens of generic recommendations It is for founders and small AI product teams who need to know which customers, features, or model choices are actually profitable. Pricing is $289/year, with unlimited events, one user, one replaceable website slot, and three years of event retention. I’d especially love feedback on two things: 1. Is the visitor-level equation the fastest way to understand AI unit economics? 2. Which margin breakdown would help you act first: customer, feature, or model? Thanks for taking a look — I’ll be here all day answering questions.

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2mo ago