Analyze unit economics for AI wrappers using usage costs, churn, and subscription pricing.
Last updated: February 23, 2026
AI wrapper businesses (products built on top of LLM APIs) face a unique economic challenge: their primary cost of goods (API calls) scales linearly with usage. Unlike traditional SaaS where marginal cost per user approaches zero, AI wrappers pay for every query. This makes unit economics critical to viability.
Target 70%+ gross margins (API costs under 30% of revenue), LTV:CAC ratio above 3:1, and monthly churn under 8%. If your API costs exceed 50% of revenue, you are either underpricing or need to optimize (prompt caching, smaller models for simple tasks, rate limiting heavy users).
Analyze unit economics for AI wrappers using usage costs, churn, and subscription pricing. This tool runs in-browser for fast results without account setup.
Yes. AI Wrapper Unit Economics Calculator is free to use on ConvertCrunch.
Results depend on the inputs and assumptions you provide. Always validate final numbers or outputs against your official workflow before publishing or filing.
ConvertCrunch tools are built for immediate use with no signup required.
AI Agency Client ROI Demonstrator
Generate client-facing ROI scenarios showing automation savings and payback period.
AI Agency Pricing Calculator
Price your AI agency services profitably. Factor in API costs, development time, maintenance, and desired margins.
AI Agency Profit Calculator
Estimate agency profit from retainers, delivery costs, staffing, and tool subscriptions.
AI Agency Revenue Forecaster
Project MRR growth from new client acquisition, churn, upsells, and pricing assumptions.
AI Agency Service Packager
Bundle service tiers with scoped deliverables, support limits, and price anchors.
AI Agency Tech Stack Cost Calculator
Estimate monthly agency stack cost across API usage, automations, and team tools.
AI Agent Cost-to-Client Calculator
Convert internal AI agent run costs into client-facing pricing with margin scenarios.
AI Change Management Impact Estimator
Estimate rollout effort and organizational impact for AI adoption by team size and process scope.