AI Token Cost vs SaaS Subscription Margin Solver

Underwrite LLM prompt + completion unit economics, active user queries, and gross software profit margins.

AI Architecture & Pricing Model

Monthly Paying Subscribers

Monthly Subscription Price ($/user/mo)

Average AI Queries Per User / Month

Average Tokens Per Query (Prompt + Output)

Blended Model Cost Per 1M Tokens ($)

Monthly Recurring Revenue (MRR)

$13,050 / mo

Total Monthly LLM API Token Cost

$283.50 / mo

AI API Cost Per User

$0.63 / user

Gross Software Profit Margin

97.8% Gross Margin