Atlas / Skills / deanpeters / Saas Economics Efficiency Metrics

Saas Economics Efficiency MetricsSAFE

skills/deanpeters/saas-economics-efficiency-metrics

Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
NOASSERTION
Stars
7,184
01

Overview

Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents.

Read from source at commit 0b657a54b6d7OBSERVED · 2026-10-07
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: saas-economics-efficiency-metrics
argument-hint: "[metrics or question]"
description: Evaluate SaaS unit economics and capital efficiency. Use when deciding whether the business can scale efficiently or needs correction.
intent: >-
  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.
type: component
best_for:
  - "Checking whether a SaaS model is financially viable"
  - "Reviewing CAC, LTV, payback, burn, and Rule of 40 together"
  - "Preparing efficiency analysis for a board or leadership review"
scenarios:
  - "Evaluate our SaaS unit economics before we scale paid acquisition"
  - "Help me analyze CAC payback, LTV, and burn for our product"
  - "I need a SaaS efficiency check for our board deck"
theme: finance-metrics
estimated_time: "10-15 min"
---


## Purpose

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.

## Input

**Works best with:** The question you're answering (can we scale? raise? extend runway?) or the metrics you want evaluated.
**Also useful:** Your numbers — CAC, gross margin, burn, runway, magic number — partial data is workable.

Anything supplied with the invocation itself — text after the skill name, a pasted context dump, or an appended `ARGUMENTS:` line — counts as answers already given. Use it and skip whatever it covers; don't re-ask.

**Arriving empty-handed? That works too.** Use it as a reference: read the metric sections relevant to your stage and decision.

**Example invocation:** `Are we efficient enough to scale? CAC $9K, gross margin 72%, burn multiple 2.1, magic number 0.6.`

## Key Concepts

### Unit Economics Family

Metrics that measure profitability at the customer level—the foundation of sustainable SaaS.

**Gross Margin** — Percentage of revenue remaining after direct costs (COGS).
- **Why PMs care:** A feature that generates $1M revenue at 80% margin is worth far more than $1M at 30% margin. Margin determines which features to prioritize.
- **Formula:** `(Revenue - COGS) / Revenue × 100`
- **COGS includes:** Hosting, infrastructure, payment processing, customer onboarding costs
- **Benchmark:** SaaS 70-85% good; <60% concerning

**CAC (Customer Acquisition Cost)** — Total cost to acquire one customer.
- **Why PMs care:** Shapes entire go-to-market strategy. Determines which channels are viable and how much you can invest in product-led growth.
- **Formula:** `Total Sales & Marketing Spend / New Customers Acquired`
- **Benchmark:** Varies by model—Enterprise $10K+ ok; SMB <$500 target
- **Include:** Marketing spend, sales salaries, tools, commissions

**LTV (Lifetime Value)** — Total revenue expected from one customer over their lifetime.
- **Why PMs care:** Tells you what you can afford to spend on acquisition. Higher LTV enables premium channels and longer payback periods.
- **Formula (simple):** `ARPU × Average Customer Lifetime (months)`
- **Formula (better):** `ARPU × Gross Margin % / Churn Rate`
- **Formula (advanced):** Account for expansion, discount rates, cohort-specific retention
- **Benchmark:** Must be 3x+ CAC; varies by segment

**LTV:CAC Ratio** — Efficiency of customer acquisition spending.
- **Why PMs care:** Is growth sustainable or are you buying revenue at a loss? Determines when to scale vs. optimize.
- **Formula:** `LTV / CAC`
- **Benchmark:** 3:1 healthy; <1:1 unsustainable; >5:1 might be underinvesting
- **Note:** This ratio alone doesn't tell the full story—also need payback period

**Payback Period** — Months to recover CAC from customer revenue.
- **Why PMs care:** Cash efficiency. Faster payback = reinvest sooner. Slow payback can kill growth even with good LTV:CAC.
- **Formula:** `CAC / (Monthly ARPU × Gross Margin %)`
- **Benchmark:** <12 months great; 12-18 ok; >24 months concerning
- **Critical:** Must have cash to sustain payback period

**Contribution Margin** — Revenue remaining after ALL variable costs (not just COGS).
- **Why PMs care:** True unit profitability. Includes support, processing fees, variable OpEx.
- **Formula:** `(Revenue - All Variable Costs) / Revenue × 100`
- **Variable costs:** COGS + support + payment processing + variable customer success
- **Benchmark:** 60-80% good for SaaS; <40% concerning

**Gross Margin Payback** — Payback period using actual profit, not revenue.
- **Why PMs care:** More accurate than simple payback. Shows true cash recovery time.
- **Formula:** `CAC / (Monthly ARPU × Gross Margin %)`
- **Benchmark:** Typically 1.5-2x longer than simple revenue payback

**CAC Payback by Channel** — Compare payback across acquisition channels.
- **Why PMs care:** Not all channels are created equal. Optimize channel mix based on payback efficiency.
- **Formula:** Calculate CAC and payback separately for each channel
- **Use:** Allocate budget to faster-payback channels when cash-constrained

---

### Capital Efficiency Family

Metrics that measure how efficiently you use cash to grow the business.

**Burn Rate** — Cash consumed per month.
- **Why PMs care:** Determines what you can build and when you need funding. High burn requires aggressive revenue growth.
- **Formula (Gross Burn):** `Monthly Cash Spent (all expenses)`
- **Formula (Net Burn):** `Monthly Cash Spent - Monthly Revenue`
- **Benchmark:** Net burn <$200K manageable for early stage; >$500K needs clear path to revenue

**Runway** — Month
03

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-07 · audit v0.4.1 · source sha 0b657a54b6d7full audit observations/trust-audit/skill/deanpeters__saas-economics-efficiency-metrics.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-070b657a54b6d7SAFEB89first audit
05

Questions

What does the Saas Economics Efficiency Metrics skill do?

Product Management skills framework built on battle-tested methods for Claude Code, Cowork, Codex, and AI agents.

Is Saas Economics Efficiency Metrics safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Saas Economics Efficiency Metrics access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (0b657a54b6d7), read on 2026-10-07. The repository is watched, and a new audit runs when it changes — this is the first audit.

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