saas-economics-efficiency-metrics

Imported from MiDouTech/myTapd (.claude/skills/saas-economics-efficiency-metrics/SKILL.md). Install upstream with npx skills add MiDouTech/myTapd --skill saas-economics-efficiency-metrics. Copyright stays with the author.

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.

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 — 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:

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:

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:

1. Negotiate upfront annual payments (reduce payback to 12 months)
2. Raise capital to extend runway (need 36+ months to sustain growth)
3. Reduce CAC (shorten sales cycle, improve conversion)
4. 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:

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:

1. Freeze headcount until revenue catches up
2. Cut inefficient S&M spend (magic number likely <0.5)
3. Focus on improving unit economics before scaling
4. 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