This model is built for a self-serve B2B SaaS business that acquires customers entirely through product-led growth—organic traffic, content marketing, and paid digital channels, without a direct sales force. The offering typically has a free tier or trial, a few paid subscription plans (e.g., Starter, Growth, Business), and an average revenue per account in the low hundreds of dollars per month. The key operating lever is the conversion funnel from visitor to sign-up to paid seat, with expansion coming from seat upgrades or plan migrations.
All unit economics are driven bottom-up: traffic per channel, conversion rates, plan mix, and a cohort‑based retention model that decays logically over the first three months rather than assuming a flat monthly churn. This captures the early‑stage leakage that determines whether the model actually reaches 'escape velocity'. The model explicitly separates expansion MRR (seat additions, plan upgrades) from new MRR, and tracks downgrades and involuntary churn separately, giving a realistic view of net dollar retention.
The output includes a classic SaaS KPI dashboard (SaaS quick ratio, CAC payback, LTV/CAC, burn multiple) and full financial statements with deferred revenue accounting so that cash flow is always distinguished from P&L recognition. The investment logic is consistent with a seed‑stage raise: the required funding order of magnitude is derived from burn and time to breakeven, but is shown as an indicative range with a clear note that all capex and opex inputs are illustrative and should be adjusted by the user.