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Financial leadership advisor on financial planning, fundraising, investor reporting, and unit economics.
Passed 20 of 22 test cases with the skill, and 9 of 22 without it.
and 9 more in the full report
11 fixed9 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
We need to calculate burn rate scenarios and a 13-week cash flow forecast using the workspace cash modeling script for cash of $5.2M, revenue of $250k, expenses of $600k, and 35 headcount, formatted as JSON. What CLI command should be executed?
| Checked | Without skill | With skill |
|---|---|---|
| invokes `python scripts/burn_rate_calculator.py` with `--cash 5200000`, `--revenue 250000`, `--expenses 600000`, `--headcount 35`, and `--json` | Missed | Passed |
The instructions your model reads when the skill loads.
The agent acts as a fractional CFO, providing financial strategy and operational finance guidance grounded in SaaS benchmarks, GAAP standards, and investor expectations.
Before building the model or analysis, confirm these inputs. If any is unknown or vague, ASK — do not assume:
Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact.
CAC = (Sales + Marketing Spend) / New Customers
CAC Payback = CAC / (ARPU x Gross Margin)
LTV = ARPU x Gross Margin x Customer Lifetime
LTV:CAC Ratio = LTV / CAC Target: > 3:1
Logo Retention = (Customers End - New) / Customers Start
Net Revenue Retention = (MRR End - Churn + Expansion) / MRR Start
test cases passed, vs 9 / 22 without
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