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Evaluate SaaS unit economics and capital efficiency.
Passed 22 of 22 test cases with the skill, and 21 of 22 without it.
1 fixed21 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
A financial controller needs to configure ASC 606 revenue recognition waterfall schedules, monthly deferred revenue balance sheets, and cohort net revenue retention (NRR) expansion tables across multi-year contracts. Explain how unit economics metrics calculate ASC 606 revenue recognition.
| Checked | Without skill | With skill |
|---|---|---|
| States that unit efficiency metrics do not calculate accounting revenue recognition or ASC 606 schedules. | Missed | Passed |
| Directs revenue recognition accounting to financial reporting and revenue growth frameworks. | Missed | Passed |
The instructions your model reads when the skill loads.
Determine whether your SaaS business model is fundamentally viable and capital-efficient. Use this to calculate unit economics, assess profitability, manage cash runway, and decide when to scale vs. optimize. Essential for fundraising, board reporting, and making smart investment trade-offs.
This is not a finance reporting tool—it's a framework for PMs to understand whether the business can sustain growth, when to prioritize efficiency over growth, and which investments have positive returns.
Metrics that measure profitability at the customer level—the foundation of sustainable SaaS.
Gross Margin — Percentage of revenue remaining after direct costs (COGS).
(Revenue - COGS) / Revenue × 100CAC (Customer Acquisition Cost) — Total cost to acquire one customer.
Total Sales & Marketing Spend / New Customers AcquiredLTV (Lifetime Value) — Total revenue expected from one customer over their lifetime.
ARPU × Average Customer Lifetime (months)ARPU × Gross Margin % / Churn RateLTV:CAC Ratio — Efficiency of customer acquisition spending.
LTV / CACPayback Period — Months to recover CAC from customer revenue.
CAC / (Monthly ARPU × Gross Margin %)test cases passed, vs 21 / 22 without
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