startup-metrics-framework
wshobson/agents
Track and optimize key startup metrics from seed through Series A across SaaS, marketplace, consumer, and B2B models.
What is startup-metrics-framework?
A comprehensive framework for calculating and monitoring critical performance metrics including unit economics (CAC, LTV), growth efficiency (MRR, ARR, burn multiple), and retention. Use this when defining your metrics strategy, calculating key ratios for investor reporting, or benchmarking business health against stage-appropriate targets.
- Calculate universal metrics: MRR, ARR, CAC, LTV, LTV:CAC ratio, burn rate, and runway
- Compute SaaS-specific metrics: NDR, magic number, rule of 40, quick ratio, and gross retention
- Track marketplace metrics: GMV, take rate, fill rate, and supply/demand balance
- Measure consumer engagement: DAU/MAU, retention curves, session frequency, and viral coefficient (K-factor)
- Analyze B2B sales efficiency: win rate, sales cycle length, ACV, and pipeline coverage
- Benchmark metrics against stage-appropriate targets (pre-seed through Series A)
How to install startup-metrics-framework
npx skills add https://github.com/wshobson/agents --skill startup-metrics-frameworkHow to use startup-metrics-framework
- 1.Identify your startup stage (pre-seed, seed, Series A) and business model (SaaS, marketplace, consumer, B2B)
- 2.Select the core metrics relevant to your stage and model from the framework
- 3.Set up a data infrastructure (analytics platform, BI tool) to calculate metrics automatically
- 4.Establish baseline values for each metric and track month-over-month or quarter-over-quarter changes
- 5.Compare your metrics against the provided benchmarks to identify strengths and areas needing improvement
- 6.Create a reporting cadence (monthly for operations, quarterly for board) and build dashboards for stakeholders
Use cases
- Define a metrics dashboard for monthly board reporting or investor updates
- Calculate unit economics (CAC payback period, LTV:CAC ratio) to assess business sustainability
- Track net dollar retention and gross retention to monitor SaaS product health and expansion
- Evaluate sales efficiency with magic number and burn multiple to decide when to scale marketing spend
- Monitor marketplace liquidity (fill rate, repeat rate) to identify supply/demand imbalances
- Startup founders and CEOs building financial discipline
- Finance and operations leaders tracking KPIs for fundraising
- Product managers monitoring engagement and retention metrics
- Sales leaders analyzing pipeline coverage and conversion rates
- Investors evaluating startup health and growth efficiency
startup-metrics-framework FAQ
LTV (Lifetime Value) measures the total profit from a single customer over their lifetime. NDR (Net Dollar Retention) measures the percentage of revenue retained and expanded from existing customers in a cohort. NDR is a cohort-level metric; LTV is per-customer.
Both matter, but for different reasons. CAC payback (< 12 months ideal) tells you how quickly you recover acquisition costs. LTV:CAC > 3.0 indicates sustainable unit economics. Use payback for cash flow planning and LTV:CAC for long-term viability.
Rule of 40 = Revenue Growth Rate% + Profit Margin%. A score > 40% indicates healthy balance between growth and profitability. It's used to evaluate whether a company is growing fast enough relative to its burn, especially for Series B+ companies.
Burn multiple (Net Burn / Net New ARR) only applies once you have revenue. Pre-revenue, focus on runway (Cash Balance / Monthly Burn Rate) and ensure you have 12-18 months of runway before fundraising.
Start with stage-appropriate metrics. Pre-seed: focus on retention and engagement. Seed: add MRR growth and CAC/LTV. Series A: add NDR, burn multiple, and magic number. Tracking too many metrics dilutes focus; prioritize based on your stage and business model.
Full instructions (SKILL.md)
Source of truth, from wshobson/agents.
name: startup-metrics-framework description: Track, calculate, and optimize key performance metrics for SaaS, marketplace, consumer, and B2B startups from seed through Series A, including unit economics, growth efficiency, and cash management. Use this skill when defining a metrics framework, calculating CAC/LTV/burn multiple, benchmarking business health, or preparing metrics dashboards for investors or board reporting. version: 1.0.0
Startup Metrics Framework
Comprehensive guide to tracking, calculating, and optimizing key performance metrics for different startup business models from seed through Series A.
Overview
Track the right metrics at the right stage. Focus on unit economics, growth efficiency, and cash management metrics that matter for fundraising and operational excellence.
Universal Startup Metrics
Revenue Metrics
MRR (Monthly Recurring Revenue)
MRR = Σ (Active Subscriptions × Monthly Price)
ARR (Annual Recurring Revenue)
ARR = MRR × 12
Growth Rate
MoM Growth = (This Month MRR - Last Month MRR) / Last Month MRR
YoY Growth = (This Year ARR - Last Year ARR) / Last Year ARR
Target Benchmarks:
- Seed stage: 15-20% MoM growth
- Series A: 10-15% MoM growth, 3-5x YoY
- Series B+: 100%+ YoY (Rule of 40)
Unit Economics
CAC (Customer Acquisition Cost)
CAC = Total S&M Spend / New Customers Acquired
Include: Sales salaries, marketing spend, tools, overhead
LTV (Lifetime Value)
LTV = ARPU × Gross Margin% × (1 / Churn Rate)
Simplified:
LTV = ARPU × Average Customer Lifetime × Gross Margin%
LTV:CAC Ratio
LTV:CAC = LTV / CAC
Benchmarks:
- LTV:CAC > 3.0 = Healthy
- LTV:CAC 1.0-3.0 = Needs improvement
- LTV:CAC < 1.0 = Unsustainable
CAC Payback Period
CAC Payback = CAC / (ARPU × Gross Margin%)
Benchmarks:
- < 12 months = Excellent
- 12-18 months = Good
-
24 months = Concerning
Cash Efficiency Metrics
Burn Rate
Monthly Burn = Monthly Revenue - Monthly Expenses
Negative burn = losing money (typical early-stage)
Runway
Runway (months) = Cash Balance / Monthly Burn Rate
Target: Always maintain 12-18 months runway
Burn Multiple
Burn Multiple = Net Burn / Net New ARR
Benchmarks:
- < 1.0 = Exceptional efficiency
- 1.0-1.5 = Good
- 1.5-2.0 = Acceptable
-
2.0 = Inefficient
Lower is better (spending less to generate ARR)
SaaS Metrics
Revenue Composition
New MRR New customers × ARPU
Expansion MRR Upsells and cross-sells from existing customers
Contraction MRR Downgrades from existing customers
Churned MRR Lost customers
Net New MRR Formula:
Net New MRR = New MRR + Expansion MRR - Contraction MRR - Churned MRR
Retention Metrics
Logo Retention
Logo Retention = (Customers End - New Customers) / Customers Start
Dollar Retention (NDR - Net Dollar Retention)
NDR = (ARR Start + Expansion - Contraction - Churn) / ARR Start
Benchmarks:
- NDR > 120% = Best-in-class
- NDR 100-120% = Good
- NDR < 100% = Needs work
Gross Retention
Gross Retention = (ARR Start - Churn - Contraction) / ARR Start
Benchmarks:
-
90% = Excellent
- 85-90% = Good
- < 85% = Concerning
SaaS-Specific Metrics
Magic Number
Magic Number = Net New ARR (quarter) / S&M Spend (prior quarter)
Benchmarks:
-
0.75 = Efficient, ready to scale
- 0.5-0.75 = Moderate efficiency
- < 0.5 = Inefficient, don't scale yet
Rule of 40
Rule of 40 = Revenue Growth Rate% + Profit Margin%
Benchmarks:
-
40% = Excellent
- 20-40% = Acceptable
- < 20% = Needs improvement
Example: 50% growth + (10%) margin = 40% ✓
Quick Ratio
Quick Ratio = (New MRR + Expansion MRR) / (Churned MRR + Contraction MRR)
Benchmarks:
-
4.0 = Healthy growth
- 2.0-4.0 = Moderate
- < 2.0 = Churn problem
Marketplace Metrics
GMV (Gross Merchandise Value)
Total Transaction Volume:
GMV = Σ (Transaction Value)
Growth Rate:
GMV Growth Rate = (Current Period GMV - Prior Period GMV) / Prior Period GMV
Target: 20%+ MoM early-stage
Take Rate
Take Rate = Net Revenue / GMV
Typical Ranges:
- Payment processors: 2-3%
- E-commerce marketplaces: 10-20%
- Service marketplaces: 15-25%
- High-value B2B: 5-15%
Marketplace Liquidity
Time to Transaction How long from listing to sale/match?
Fill Rate % of requests that result in transaction
Repeat Rate % of users who transact multiple times
Benchmarks:
- Fill rate > 80% = Strong liquidity
- Repeat rate > 60% = Strong retention
Marketplace Balance
Supply/Demand Ratio: Track relative growth of supply and demand sides.
Warning Signs:
- Too much supply: Low fill rates, frustrated suppliers
- Too much demand: Long wait times, frustrated customers
Goal: Balanced growth (1:1 ratio ideal, but varies by model)
Consumer/Mobile Metrics
Engagement Metrics
DAU (Daily Active Users) Unique users active each day
MAU (Monthly Active Users) Unique users active each month
DAU/MAU Ratio
DAU/MAU = DAU / MAU
Benchmarks:
-
50% = Exceptional (daily habit)
- 20-50% = Good
- < 20% = Weak engagement
Session Frequency Average sessions per user per day/week
Session Duration Average time spent per session
Retention Curves
Day 1 Retention: % users who return next day Day 7 Retention: % users active 7 days after signup Day 30 Retention: % users active 30 days after signup
Benchmarks (Day 30):
-
40% = Excellent
- 25-40% = Good
- < 25% = Weak
Retention Curve Shape:
- Flattening curve = good (users becoming habitual)
- Steep decline = poor product-market fit
Viral Coefficient (K-Factor)
K-Factor = Invites per User × Invite Conversion Rate
Example: 10 invites/user × 20% conversion = 2.0 K-factor
Benchmarks:
- K > 1.0 = Viral growth
- K = 0.5-1.0 = Strong referrals
- K < 0.5 = Weak virality
B2B Metrics
Sales Efficiency
Win Rate
Win Rate = Deals Won / Total Opportunities
Target: 20-30% for new sales team, 30-40% mature
Sales Cycle Length Average days from opportunity to close
Shorter is better:
- SMB: 30-60 days
- Mid-market: 60-120 days
- Enterprise: 120-270 days
Average Contract Value (ACV)
ACV = Total Contract Value / Contract Length (years)
Pipeline Metrics
Pipeline Coverage
Pipeline Coverage = Total Pipeline Value / Quota
Target: 3-5x coverage (3-5x pipeline needed to hit quota)
Conversion Rates by Stage:
- Lead → Opportunity: 10-20%
- Opportunity → Demo: 50-70%
- Demo → Proposal: 30-50%
- Proposal → Close: 20-40%
Metrics by Stage
Pre-Seed (Product-Market Fit)
Focus Metrics:
- Active users growth
- User retention (Day 7, Day 30)
- Core engagement (sessions, features used)
- Qualitative feedback (NPS, interviews)
Don't worry about:
- Revenue (may be zero)
- CAC (not optimizing yet)
- Unit economics
Seed ($500K-$2M ARR)
Focus Metrics:
- MRR growth rate (15-20% MoM)
- CAC and LTV (establish baseline)
- Gross retention (> 85%)
- Core product engagement
Start tracking:
- Sales efficiency
- Burn rate and runway
Series A ($2M-$10M ARR)
Focus Metrics:
- ARR growth (3-5x YoY)
- Unit economics (LTV:CAC > 3, payback < 18 months)
- Net dollar retention (> 100%)
- Burn multiple (< 2.0)
- Magic number (> 0.5)
Mature tracking:
- Rule of 40
- Sales efficiency
- Pipeline coverage
Metric Tracking Best Practices
Data Infrastructure
Requirements:
- Single source of truth (analytics platform)
- Real-time or daily updates
- Automated calculations
- Historical tracking
Tools:
- Mixpanel, Amplitude (product analytics)
- ChartMogul, Baremetrics (SaaS metrics)
- Looker, Tableau (BI dashboards)
Reporting Cadence
Daily:
- MRR, active users
- Sign-ups, conversions
Weekly:
- Growth rates
- Retention cohorts
- Sales pipeline
Monthly:
- Full metric suite
- Board reporting
- Investor updates
Quarterly:
- Trend analysis
- Benchmarking
- Strategy review
Common Mistakes
Mistake 1: Vanity Metrics Don't focus on:
- Total users (without retention)
- Page views (without engagement)
- Downloads (without activation)
Focus on actionable metrics tied to value.
Mistake 2: Too Many Metrics Track 5-7 core metrics intensely, not 50 loosely.
Mistake 3: Ignoring Unit Economics CAC and LTV are critical even at seed stage.
Mistake 4: Not Segmenting Break down metrics by customer segment, channel, cohort.
Mistake 5: Gaming Metrics Optimize for real business outcomes, not dashboard numbers.
Investor Metrics
What VCs Want to See
Seed Round:
- MRR growth rate
- User retention
- Early unit economics
- Product engagement
Series A:
- ARR and growth rate
- CAC payback < 18 months
- LTV:CAC > 3.0
- Net dollar retention > 100%
- Burn multiple < 2.0
Series B+:
- Rule of 40 > 40%
- Efficient growth (magic number)
- Path to profitability
- Market leadership metrics
Metric Presentation
Dashboard Format:
Current MRR: $250K (↑ 18% MoM)
ARR: $3.0M (↑ 280% YoY)
CAC: $1,200 | LTV: $4,800 | LTV:CAC = 4.0x
NDR: 112% | Logo Retention: 92%
Burn: $180K/mo | Runway: 18 months
Include:
- Current value
- Growth rate or trend
- Context (target, benchmark)
Quick Start
To implement startup metrics framework:
- Identify business model - SaaS, marketplace, consumer, B2B
- Choose 5-7 core metrics - Based on stage and model
- Establish tracking - Set up analytics and dashboards
- Calculate unit economics - CAC, LTV, payback
- Set targets - Use benchmarks for goals
- Review regularly - Weekly for core metrics
- Share with team - Align on goals and progress
- Update investors - Monthly/quarterly reporting
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