SKILL.md
$2a
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 — Months until cash runs out.
- Why PMs care: Literal survival metric. Dictates timeline for milestones, fundraising, profitability.
- Formula:
Cash Balance / Monthly Net Burn
- Benchmark: 12+ months good; 6-12 manageable; <6 months crisis mode
- Rule: Raise when you have 6-9 months runway, not 3 months
OpEx (Operating Expenses) — Costs to run the business (excluding COGS).
- Why PMs care: Your team's salaries live here. Where "efficiency" cuts happen during downturns.
- Categories: Sales & Marketing (S&M), Research & Development (R&D), General & Administrative (G&A)
- Benchmark: Should grow slower than revenue as you scale (operating leverage)
Net Income (Profit Margin) — Actual profit or loss after all expenses.
- Why PMs care: True bottom line. Are you making money? Can you self-fund growth?
- Formula:
Revenue - All Expenses (COGS + OpEx)
- Benchmark: Early SaaS often negative (growth mode); mature should be 10-20%+ margin
Working Capital Impact — Cash timing differences between revenue recognition and cash collection.
- Why PMs care: Annual contracts paid upfront boost cash. Monthly billing delays cash. Affects runway calculations.
- Example: $1M annual contract paid upfront = $1M cash now, not $83K/month
- Use: Understand cash vs. revenue timing when planning runway
Efficiency Ratios Family
Composite metrics that measure growth vs. profitability trade-offs.
Rule of 40 — Growth rate + profit margin should exceed 40%.
- Why PMs care: Framework for balancing growth vs. efficiency. Guides when to prioritize profitability over growth.
- Formula:
Revenue Growth Rate % + Profit Margin %
- Benchmark: >40 healthy; 25-40 acceptable; <25 concerning
- Example: 60% growth + (-20%) margin = 40 (healthy growth-mode SaaS)
- Example: 20% growth + 25% margin = 45 (healthy mature SaaS)
Magic Number — Sales & marketing efficiency.
- Why PMs care: Is your GTM engine working? Should you scale spend or optimize first?
- Formula:
(Current Quarter Revenue - Previous Quarter Revenue) × 4 / Previous Quarter S&M Spend
- Benchmark: >0.75 efficient; 0.5-0.75 ok; <0.5 fix before scaling
- Note: "× 4" annualizes quarterly revenue change
Operating Leverage — How revenue growth compares to cost growth.
- Why PMs care: Are you scaling efficiently? Revenue should grow faster than costs.
- Measure: Revenue growth rate vs. OpEx growth rate over time
- Good: Revenue growth 50%, OpEx growth 30% (positive leverage)
- Bad: Revenue growth 20%, OpEx growth 40% (negative leverage)
Unit Economics — General term for profitability of each "unit" (customer, seat, transaction).
- Why PMs care: Is the business model fundamentally viable at the unit level?
- Calculate: Revenue per unit - Cost per unit
- Requirement: Positive contribution required; aim for >$0 after all variable costs
Anti-Patterns (What This Is NOT)
- Not vanity metrics: High LTV means nothing if payback takes 4 years and customers churn at 3 years.
- Not static benchmarks: "Good" CAC varies wildly by business model (PLG vs. enterprise sales).
- Not isolated numbers: LTV:CAC ratio without payback period can mislead (great ratio, terrible cash efficiency).
- Not just finance's problem: PMs must own unit economics—every feature decision impacts margins and CAC.
When to Use These Metrics
Use these when:
- Evaluating whether to scale acquisition (LTV:CAC, payback, magic number)
- Deciding feature investments (margin impact, contribution to LTV)
- Planning runway and fundraising (burn rate, runway, Rule of 40)
- Comparing customer segments or channels (unit economics by segment)
- Board/investor reporting (Rule of 40, magic number, LTV:CAC)
- Choosing between growth and profitability (Rule of 40 trade-offs)
Don't use these when:
- Making decisions without revenue context (pair with
saas-revenue-growth-metrics)
- Comparing across wildly different business models without normalization
- Early product discovery (pre-revenue focus on PMF, not unit economics)
- Short-term tactical decisions (use engagement metrics, not LTV)
Application
Step 1: Calculate Unit Economics
Use the templates in template.md to calculate your unit economics metrics.
#### Gross Margin
Gross Margin = (Revenue - COGS) / Revenue × 100
COGS includes:
- Hosting & infrastructure costs
- Payment processing fees
- Customer onboarding costs
- Direct delivery costs
Example:
- Revenue: $1,000,000
- COGS: $200,000 (hosting $120K, processing $50K, onboarding $30K)
- Gross Margin = ($1M - $200K) / $1M = 80%
Quality checks:
- Is gross margin improving as you scale? (Should benefit from economies of scale)
- Which products/features have highest margins? (Prioritize those)
- Are margins >70%? (SaaS should be high-margin)
#### CAC (Customer Acquisition Cost)
CAC = Total Sales & Marketing Spend / New Customers Acquired
Include in S&M spend:
- Marketing salaries & tools
- Sales salaries & commissions
- Advertising & paid channels
- SDR/BDR team costs
Example:
- Sales & Marketing Spend: $500,000/month
- New Customers: 100/month
- CAC = $500,000 / 100 = $5,000
Quality checks:
- Is CAC consistent across channels? (Calculate by channel)
- Is CAC increasing or decreasing over time? (Should decrease with scale)
- Does CAC vary by customer segment? (SMB vs. Enterprise)
#### LTV (Lifetime Value)
LTV (Simple) = ARPU × Average Customer Lifetime (months)
LTV (Better) = ARPU × Gross Margin % / Monthly Churn Rate
LTV (Advanced) = Account for expansion, cohort-specific retention, discount rate
Example (Simple):
- ARPU: $500/month
- Average Lifetime: 36 months
- LTV = $500 × 36 = $18,000
Example (Better):
- ARPU: $500/month
- Gross Margin: 80%
- Monthly Churn: 2%
- LTV = ($500 × 80%) / 2% = $400 / 0.02 = $20,000
Quality checks:
- Is LTV growing over time? (From expansion, improved retention)
- Does LTV vary by cohort? (Are new customers more/less valuable?)
- Does LTV vary by segment? (Enterprise vs. SMB)
#### LTV:CAC Ratio
LTV:CAC Ratio = LTV / CAC
Example:
- LTV: $20,000
- CAC: $5,000
- LTV:CAC = $20,000 / $5,000 = 4:1
Quality checks:
- Is ratio >3:1? (Minimum for sustainable growth)
- Is ratio >5:1? (Might be underinvesting in growth)
- Is ratio improving or degrading over time?
Interpretation:
- <1:1 = Losing money on every customer (unsustainable)
- 1-3:1 = Marginal economics (optimize before scaling)
- 3-5:1 = Healthy (scale confidently)
- >5:1 = Potentially underinvesting (could grow faster)
#### Payback Period
Payback Period (months) = CAC / (Monthly ARPU × Gross Margin %)
Example:
- CAC: $5,000
- Monthly ARPU: $500
- Gross Margin: 80%
- Payback = $5,000 / ($500 × 80%) = $5,000 / $400 = 12.5 months
Quality checks:
- Is payback <12 months? (Excellent)
- Is payback <18 months? (Acceptable)
- Do you have cash runway to sustain payback period?
Critical insight: 4:1 LTV:CAC with 36-month payback is a cash trap. 3:1 LTV:CAC with 8-month payback is better for growth.
#### Contribution Margin
Contribution Margin = (Revenue - All Variable Costs) / Revenue × 100
Variable Costs include:
- COGS
- Support costs (variable component)
- Payment processing
- Variable customer success costs
Example:
- Revenue: $1,000,000
- COGS: $200,000
- Variable Support: $50,000
- Payment Processing: $30,000
- Contribution Margin = ($1M - $280K) / $1M = 72%
Quality checks:
- Is contribution margin >60%? (Good for SaaS)
- Are certain products/segments lower margin? (Consider sunsetting)
- Does margin improve with scale?
Step 2: Calculate Capital Efficiency
#### Burn Rate
Gross Burn Rate = Total Monthly Cash Spent
Net Burn Rate = Total Monthly Cash Spent - Monthly Revenue
Example:
- Monthly Expenses: $800,000
- Monthly Revenue: $400,000
- Gross Burn: $800,000/month
- Net Burn: $400,000/month
Quality checks:
- Is net burn decreasing over time? (Path to profitability)
- Is burn rate sustainable given runway?
- What's the burn rate relative to revenue? (Burn multiple)
#### Runway
Runway (months) = Cash Balance / Monthly Net Burn
Example:
- Cash Balance: $6,000,000
- Net Burn: $400,000/month
- Runway = $6M / $400K = 15 months
Quality checks:
- Do you have >12 months runway? (Healthy)
- Do you have <6 months runway? (Crisis—raise now or cut burn)
- Can you reach next milestone before runway ends?
Rule: Start fundraising at 6-9 months runway, not 3 months.
#### Operating Expenses (OpEx)
OpEx = Sales & Marketing + R&D + General & Administrative
Track as % of Revenue:
S&M as % of Revenue
R&D as % of Revenue
G&A as % of Revenue
Example:
- Revenue: $10M/year
- S&M: $5M (50% of revenue)
- R&D: $3M (30% of revenue)
- G&A: $1M (10% of revenue)
- Total OpEx: $9M (90% of revenue)
Quality checks:
- Are OpEx categories growing slower than revenue? (Operating leverage)
- Is S&M spend efficient? (Check magic number)
- Is G&A <15% of revenue? (Should stay low)
#### Net Income (Profit Margin)
Net Income = Revenue - COGS - OpEx
Profit Margin % = Net Income / Revenue × 100
Example:
- Revenue: $10M
- COGS: $2M
- OpEx: $9M
- Net Income = $10M - $2M - $9M = -$1M (loss)
- Profit Margin = -10%
Quality checks:
- Is profit margin improving over time? (Path to profitability)
- At current growth rate, when will you break even?
- Are you investing losses in growth? (Acceptable if LTV:CAC is healthy)
Step 3: Calculate Efficiency Ratios
#### Rule of 40
Rule of 40 = Revenue Growth Rate % + Profit Margin %
Example 1 (Growth Mode):
- Revenue Growth: 80% YoY
- Profit Margin: -30%
- Rule of 40 = 80% + (-30%) = 50 ✅ Healthy
Example 2 (Mature):
- Revenue Growth: 25% YoY
- Profit Margin: 20%
- Rule of 40 = 25% + 20% = 45 ✅ Healthy
Example 3 (Problem):
- Revenue Growth: 30% YoY
- Profit Margin: -35%
- Rule of 40 = 30% + (-35%) = -5 🚨 Unhealthy
Quality checks:
- Is Rule of 40 >40? (Healthy balance)
- Is Rule of 40 >25? (Acceptable)
- Is Rule of 40 <25? (Burning cash without sufficient growth)
Trade-offs:
- Early stage: Maximize growth, accept losses (60% growth, -20% margin = 40)
- Growth stage: Balance (40% growth, 5% margin = 45)
- Mature: Prioritize profitability (20% growth, 25% margin = 45)
#### Magic Number
Magic Number = (Current Quarter Revenue - Previous Quarter Revenue) × 4 / Previous Quarter S&M Spend
Example:
- Q2 Revenue: $2.5M
- Q1 Revenue: $2.0M
- Q1 S&M Spend: $800K
- Magic Number = ($2.5M - $2.0M) × 4 / $800K = $2M / $800K = 2.5
Quality checks:
- Is magic number >0.75? (Efficient—scale S&M spend)
- Is magic number 0.5-0.75? (Acceptable—optimize before scaling)
- Is magic number <0.5? (Inefficient—fix GTM before spending more)
Interpretation:
- >1.0 = For every $1 in S&M, you get $1+ in new ARR (excellent)
- 0.75-1.0 = Efficient, scale confidently
- 0.5-0.75 = Marginal, optimize before scaling
- <0.5 = Inefficient, fix before investing more
#### Operating Leverage
Track over time to see if you're scaling efficiently.
Example:
Quarter
Revenue
YoY Growth
OpEx
YoY Growth
Leverage
Q1 2024
$8M
-
$6M
-
-
Q2 2024
$10M
25%
$7M
17%
Positive ✅
Q3 2024
$12M
20%
$9M
29%
Negative ⚠️
Quality checks:
- Is revenue growing faster than OpEx? (Positive leverage)
- Are you scaling OpEx too fast relative to revenue?
- Which OpEx category is growing fastest? (R&D, S&M, G&A)
Step 4: Analyze by Segment and Channel
Unit economics vary dramatically by segment:
Segment
CAC
LTV
LTV:CAC
Payback
Gross Margin
SMB
$500
$2,000
4:1
8 months
75%
Mid-Market
$5,000
$25,000
5:1
12 months
80%
Enterprise
$50,000
$300,000
6:1
24 months
85%
Quality checks:
- Which segment has best unit economics?
- Which segment has fastest payback? (Prioritize when cash-constrained)
- Which segment has highest LTV? (Invest in retention/expansion)
Examples
See examples/ folder for detailed scenarios. Mini examples below:
Example 1: Healthy Unit Economics
Company: CloudAnalytics (mid-market analytics SaaS)
Unit Economics:
- CAC: $8,000
- LTV: $40,000
- LTV:CAC: 5:1 ✅
- Payback Period: 10 months ✅
- Gross Margin: 82% ✅
Capital Efficiency:
- Monthly Net Burn: $300K
- Runway: 18 months ✅
- Rule of 40: 55 (40% growth + 15% margin) ✅
- Magic Number: 0.9 ✅
Analysis:
- Strong unit economics (5:1 LTV:CAC, 10-month payback)
- Efficient GTM (0.9 magic number)
- Healthy balance (Rule of 40 = 55)
- Sufficient runway (18 months)
Action: Scale acquisition aggressively. Economics support growth.
Example 2: Good LTV:CAC, Bad Payback (Cash Trap)
Company: EnterpriseCRM (enterprise sales motion)
Unit Economics:
- CAC: $80,000
- LTV: $400,000
- LTV:CAC: 5:1 ✅ (looks great!)
- Payback Period: 36 months 🚨 (terrible!)
- Gross Margin: 85%
Capital Efficiency:
- Monthly Net Burn: $2M
- Runway: 9 months 🚨
- Average Customer Lifetime: 48 months
- Average Contract: $100K/year
Analysis:
- ⚠️ Great LTV:CAC ratio (5:1) masks cash problem
- 🚨 36-month payback with 9-month runway = cash trap
- 🚨 Takes 3 years to recover CAC, but only 9 months of cash
- ⚠️ Customers stay 4 years, so economics work IF you have cash
Problem: You'll run out of cash before recovering acquisition costs.
Actions:
- Negotiate upfront annual payments (reduce payback to 12 months)
- Raise capital to extend runway (need 36+ months to sustain growth)
- Reduce CAC (shorten sales cycle, improve conversion)
- Target smaller deals with faster payback (mid-market vs. enterprise)
Example 3: Scaling Too Fast (Negative Operating Leverage)
Company: SocialScheduler (SMB social media tool)
Quarter-over-Quarter Trend:
Quarter
Revenue
OpEx
Net Income
Revenue Growth
OpEx Growth
Q1
$1.0M
$800K
-$800K
-
-
Q2
$1.3M
$1.2M
-$1.2M
30%
50% 🚨
Q3
$1.6M
$1.8M
-$1.8M
23%
50% 🚨
Analysis:
- 🚨 OpEx growing FASTER than revenue (50% vs. 23-30%)
- 🚨 Losses accelerating ($800K → $1.8M in 2 quarters)
- 🚨 Negative operating leverage (should be positive)
- ⚠️ Scaling S&M and R&D without corresponding revenue growth
Problem: Burning cash faster while revenue growth is slowing.
Actions:
- Freeze headcount until revenue catches up
- Cut inefficient S&M spend (magic number likely <0.5)
- Focus on improving unit economics before scaling
- Aim for OpEx growth <revenue growth
Common Pitfalls
Pitfall 1: Celebrating High LTV Without Checking Payback
Symptom: "Our LTV:CAC is 6:1, amazing!"
Consequence: 6:1 ratio with 48-month payback is a cash trap. You'll run out of money before recovering CAC.
Fix: Always pair LTV:CAC with payback period. 3:1 with 10-month payback beats 6:1 with 36-month payback.
Pitfall 2: Ignoring Gross Margin When Calculating LTV
Symptom: "LTV = $100/month × 36 months = $3,600"
Consequence: You're using revenue, not profit. Actual LTV after 30% COGS = $2,520, not $3,600.
Fix: Always include gross margin in LTV calculations. LTV = ARPU × Margin % / Churn Rate.
Pitfall 3: Scaling S&M with Low Magic Number
Symptom: "We need to grow faster—let's double S&M spend!" (Magic Number = 0.3)
Consequence: You're pouring gas on a broken engine. Doubling spend will just accelerate cash burn without proportional revenue growth.
Fix: Only scale S&M when magic number >0.75. If <0.5, fix GTM efficiency first.
Pitfall 4: Using Simplistic LTV Formulas
Symptom: "LTV = ARPU × Lifetime" (ignoring expansion, discount rates, cohort variance)
Consequence: Overstating LTV for decision-making. Reality: expansion boosts LTV; discounting reduces it; cohorts vary.
Fix: Use sophisticated LTV models for big decisions. Simple LTV ok for directional guidance only.
Pitfall 5: Forgetting Time Value of Money
Symptom: "$10K revenue today = $10K revenue in 5 years"
Consequence: Overstating LTV for long-payback businesses. $10K in 5 years is worth ~$7.8K today (at 5% discount rate).
Fix: Discount future cash flows for LTV periods >24 months. Use NPV (net present value).
Pitfall 6: Comparing CAC Across Different Payback Periods
Symptom: "Channel A has $5K CAC, Channel B has $8K CAC—Channel A is better!"
Consequence: If Channel A has 24-month payback and Channel B has 8-month payback, Channel B is actually better (faster cash recovery).
Fix: Compare CAC + payback together, not CAC in isolation.
Pitfall 7: Celebrating Rule of 40 >40 with Negative Cash Flow
Symptom: "Rule of 40 = 50, we're crushing it!" (60% growth, -10% margin, burning $5M/month)
Consequence: Rule of 40 doesn't account for absolute burn. You might have great balance but only 3 months runway.
Fix: Pair Rule of 40 with burn rate and runway. Balance matters, but survival matters more.
Pitfall 8: Ignoring Segment-Specific Unit Economics
Symptom: "Blended CAC is $2K, blended LTV is $10K, we're good!"
Consequence: SMB segment might have $500 CAC / $2K LTV (great), while Enterprise has $20K CAC / $15K LTV (terrible). Blended metrics hide the problem.
Fix: Calculate unit economics by segment. Optimize each independently.
Pitfall 9: Confusing Gross Margin with Contribution Margin
Symptom: "Gross margin is 80%, our margins are great!"
Consequence: After variable support costs (10%) and payment processing (3%), contribution margin might be 67%—not 80%.
Fix: Track both gross margin (COGS only) AND contribution margin (all variable costs). Use contribution margin for unit economics.
Pitfall 10: Forgetting Working Capital Timing
Symptom: "We have 12 months runway based on burn rate" (but all contracts are paid monthly)
Consequence: Annual contracts paid upfront boost cash temporarily. Monthly contracts delay cash collection. Runway is longer/shorter than burn rate suggests.
Fix: Account for working capital when calculating runway. Cash-based runway ≠ revenue-based runway.
References
Related Skills
saas-revenue-growth-metrics— Revenue, retention, and growth metrics that feed into LTV
finance-metrics-quickref— Fast lookup for all metrics
feature-investment-advisor— Uses margin and contribution calculations for feature ROI
acquisition-channel-advisor— Uses CAC, LTV, payback for channel evaluation
business-health-diagnostic— Uses efficiency metrics for health checks
External Frameworks
- David Skok (Matrix Partners): "SaaS Metrics" blog — Definitive guide to CAC, LTV, payback
- Bessemer Venture Partners: "SaaS Metrics 2.0" — Rule of 40, magic number benchmarks
- Ben Murray: The SaaS CFO — Advanced unit economics modeling
- Jason Lemkin (SaaStr): SaaS benchmarking research
- Brad Feld: Venture Deals — Understanding investor perspective on unit economics
Provenance
- Adapted from
research/finance/Finance for Product Managers.md
- Consolidated from
research/finance/Finance_QuickRef.md
- Common mistakes from
research/finance/Finance_Metrics_Additions_Reference.md