Financial Modeling 101

Your financial model tells the story of your business in numbers. Its how you plan, how you raise money, and how you make decisions. This guide shows you how to build models that investors trust and that actually help you run your company.

18-24
Month Projection
3:1
Target LTV:CAC
12-18
Months Runway
3
Scenarios Needed
01

Why Financial Models Matter

A financial model isnt just for fundraising—its a decision-making tool that helps you understand the levers of your business and plan for different futures.

What a Good Model Does

+
Planning toolProject hiring, spending, and growth to set realistic targets
+
Decision frameworkModel the impact of choices before you make them
+
Fundraising vehicleShow investors you understand your business economics
+
Accountability mechanismCompare actual results to projections and learn
+
Communication toolAlign team and board around shared expectations

The Right Level of Precision

Early-stage models are wrong—thats okay. The point isnt accuracy; its understanding assumptions and relationships. A model that helps you think clearly is more valuable than one with false precision. Focus on the big drivers, not decimal places. Update monthly as you learn.

02

Types of Financial Models

Different models serve different purposes. Start simple and add complexity only when you need it.

Model TypePurposeWhen to UseComplexity
Operating ModelDay-to-day planning and trackingAlways—your core modelMedium
Unit Economics ModelUnderstand customer profitabilityPre-seed onwardLow-Medium
Fundraising ModelSupport investor conversationsWhen raisingMedium
3-Statement ModelFull P&L, Balance Sheet, Cash FlowSeries A+High
Scenario ModelPlan for different futuresAlways alongside operatingMedium

Model Evolution by Stage

Pre-SeedSimple P&L + Unit economics + Runway calculator. 12-18 month projection.
SeedOperating model with monthly detail. Scenario planning. 18-24 month projection.
Series AFull 3-statement model. Department-level detail. 36+ month projection.
Series B+Board-ready model. Detailed cohorts. Quarterly forecasting process.
03

Revenue Modeling

Revenue is the top of your model and the most scrutinized part. Build bottoms-up from real drivers, not top-down from wishful thinking.

Top-Down (Avoid Early)

How it works: TAM × Market Share = Revenue

Example: "$50B market × 1% share = $500M"

×Disconnected from how you actually get customers

Bottoms-Up (Use This)

How it works: Leads × Conversion × Price = Revenue

Example: "1000 leads × 5% × $10K ACV = $500K"

Based on real activities you can control

Revenue Model Components (SaaS)

1.
New MRR = New Customers × Average MRR per Customer
2.
Expansion MRR = Existing Customers × Upgrade Rate × Expansion Amount
3.
Churned MRR = Existing MRR × Churn Rate
4.
Net New MRR = New MRR + Expansion MRR - Churned MRR
5.
ARR = Ending MRR × 12

Revenue by Business Model

SaaS (Subscription):MRR, New customers, Churn rate, Expansion rate, ARPU
Marketplace:GMV, Take rate, Transactions, Buyer/seller growth, Repeat rate
E-commerce:Traffic, Conversion rate, AOV, Repeat purchase rate, CAC
Usage-Based:Active users, Usage per user, Price per unit, Retention
Enterprise:Pipeline, Win rate, ACV, Sales cycle, Seats/expansion

Sanity Check Your Growth

If youre projecting 10x growth next year, you need to explain how. More salespeople? Viral growth? New channels? Every growth assumption should tie to a specific activity and realistic capacity. Investors see through hockey-stick projections without substance.

04

Cost Structure & Burn Rate

Understanding your cost structure reveals your leverage points and burn rate. Model costs carefully—theyre often easier to predict than revenue.

Cost Categories

COGS (Cost of Goods Sold)
Hosting, third-party services, payment processing, customer support
Scales with revenue
R&D / Engineering
Engineering salaries, contractors, tools, infrastructure
Largest early expense
Sales & Marketing
Sales salaries, marketing spend, events, tools
Grows with GTM
G&A (General & Admin)
Founders, HR, legal, accounting, office, insurance
Fixed-ish overhead

Fixed vs Variable Costs

Fixed Costs
  • • Salaries and benefits
  • • Office/rent
  • • Software subscriptions
  • • Insurance
Variable Costs
  • • Hosting (usage-based)
  • • Payment processing
  • • Sales commissions
  • • Marketing spend

Burn Rate Calculations

Gross Burn:Total monthly expenses
Net Burn:Expenses - Revenue
Runway:Cash ÷ Net Burn
Example:
$500K cash ÷ $50K/mo burn = 10 months runway

The Hiring Plan Drives Costs

70-80% of startup costs are people. Your hiring plan IS your cost model. Map out when youll hire each role, fully-loaded cost (salary + benefits + equipment = ~1.3x salary), and ramp time. Tie hires to milestones, not just dates.

05

Unit Economics Deep Dive

Unit economics tell you whether your business model works at scale. If you lose money on each customer, you cant make it up in volume.

Key Unit Economics Metrics

CAC (Customer Acquisition Cost)
Sales & Marketing Spend ÷ New Customers
Varies by channel/segment
LTV (Lifetime Value)
ARPU × Gross Margin × Customer Lifetime
3x+ CAC
LTV:CAC Ratio
LTV ÷ CAC
3:1 minimum, 5:1+ excellent
CAC Payback
CAC ÷ (ARPU × Gross Margin)
<12 months ideal
Gross Margin
(Revenue - COGS) ÷ Revenue
70-80%+ for SaaS

LTV Calculation Example

ARPU: $100/month
Gross Margin: 80%
Monthly Churn: 3%
Avg Customer Lifetime: 1 ÷ 0.03 = 33 months
LTV = $100 × 0.80 × 33 = $2,640

Healthy Unit Economics

LTV:CAC ratio > 3:1
CAC payback < 12 months
Gross margin > 70%
Net revenue retention > 100%
Monthly churn < 3%

Warning Signs

×LTV:CAC < 1:1 (losing money)
×CAC payback > 24 months
×Gross margin < 50%
×Rising CAC over time
×Increasing churn rate

Segment Your Unit Economics

Blended metrics hide problems. Calculate unit economics by channel (organic vs paid), by segment (SMB vs enterprise), and by cohort (when they signed up). You might find one channel is profitable and another is burning cash.

06

Cash Flow & Runway

Cash is oxygen. You can be profitable on paper and still run out of cash. Model cash flow carefully and always know your runway.

Cash Flow Statement Structure

+/-
Operating ActivitiesCash from customers, payments to suppliers/employees
-
Investing ActivitiesEquipment purchases, acquisitions
+/-
Financing ActivitiesFundraising, debt, dividends
=
Net Cash ChangeOperating + Investing + Financing
=
Ending CashBeginning Cash + Net Cash Change

Cash vs Revenue: The Timing Gap

Annual contracts:Book $120K ARR, receive $120K cash upfront (good!)
Monthly billing:Book $10K MRR, receive $10K/month
Enterprise invoicing:Book deal in Q1, get paid in Q2 (30-90 day terms)
Prepaid expenses:Pay for annual software now, expense monthly

Runway Management Rules

1.
18+ months runway after raisingGives time to hit milestones and raise again
2.
Start raising at 6-9 months runwayFundraising takes 3-6 months typically
3.
Never go below 3 months runwayEmergency zone—cut costs immediately
4.
Buffer for the unexpectedAssume things take 1.5x longer and cost 1.5x more

The 13-Week Cash Flow Forecast

For operational planning, build a 13-week (one quarter) weekly cash flow forecast. Track expected receipts, payables, payroll, and other cash movements week by week. Update weekly. This catches cash crunches before they happen and becomes critical as runway gets tight.

07

Scenario Planning

The future is uncertain. Model multiple scenarios to understand your range of outcomes and prepare contingency plans.

The Three-Scenario Framework

Bear Case
  • • 50-70% of base revenue
  • • Higher churn assumed
  • • Slower growth
  • • Delayed hires
What if things go wrong?
Base Case
  • • Current trajectory
  • • Realistic assumptions
  • • Planned hires
  • • Expected milestones
Your working plan
Bull Case
  • • 130-150% of base
  • • Lower churn
  • • Faster conversion
  • • Accelerated hiring
What if things go great?

Variables to Stress Test

Customer acquisition rate
Average deal size
Sales cycle length
Churn rate
Expansion revenue
Hiring timeline
Marketing efficiency
Price point

Contingency Triggers

!
Revenue < 70% of plan for 2 monthsFreeze hiring, reduce marketing spend
!
Runway < 9 monthsBegin fundraising process immediately
!
Churn > 5% monthlyPause growth, focus on retention
!
CAC > LTVPause paid acquisition, review unit economics

Run Scenarios Monthly

Update your scenarios monthly with actuals. How did last month compare to each scenario? Are you trending toward bear, base, or bull? Adjust your operating plan accordingly. Scenarios arent just for planning—theyre for continuous decision-making.

08

Fundraising Projections

Your fundraising model shows investors how youll use their money and what milestones youll hit. It needs to be ambitious but credible.

Use of Funds Framework

40-50%
Product & EngineeringBuild core features, technical infrastructure
25-35%
Sales & MarketingCustomer acquisition, brand building
10-20%
G&A / OperationsOverhead, legal, finance, HR
10-15%
BufferContingency for unexpected needs

Milestone-Based Planning

Map raise to milestones that enable the next raise:

StageRaiseMilestone to Next
Pre-Seed$500K-$2MMVP, first 10-20 customers, early PMF signals
Seed$2M-$5M$500K-$1M ARR, repeatable sales motion
Series A$10M-$20M$2M-$5M ARR, proven unit economics, scalable GTM
Series B$25M-$50M$10M+ ARR, market leadership, path to profitability

What Investors Want to See

Clear use of funds by category
Milestones tied to next raise
18-24 months runway
Bottoms-up revenue build
Realistic hiring plan
Multiple scenarios

Red Flags in Models

×Hockey stick without explanation
×Unrealistic conversion rates
×No churn or optimistic churn
×Vague use of funds
×No scenarios or sensitivities
×Profitability too soon or never

The 18-Month Rule

Raise enough for 18-24 months of runway. This gives you time to hit milestones (12 months) plus time to raise again (6 months). Raising for less puts you in constant fundraising mode. Raising for more dilutes unnecessarily and may mean overpaying for capital.

09

Key Metrics by Stage

Different metrics matter at different stages. Focus on whats relevant now, not what youll need later.

Pre-Seed / Seed Stage

Focus Metrics
  • • Monthly active users (MAU)
  • • Engagement (DAU/MAU, time in app)
  • • User growth rate
  • • Early revenue/MRR
  • • Burn rate and runway
What Matters
  • • Product usage and love
  • • Signs of PMF
  • • Learning velocity
  • • Capital efficiency

Series A Stage

Focus Metrics
  • • ARR and ARR growth rate
  • • Unit economics (LTV:CAC, payback)
  • • Net revenue retention
  • • Sales efficiency
  • • Gross margin
What Matters
  • • Repeatable sales motion
  • • Healthy unit economics
  • • Customer retention
  • • Scalability signals

Series B+ Stage

Focus Metrics
  • • ARR and path to $100M
  • • Magic number / sales efficiency
  • • Gross and net margin
  • • Rule of 40 (growth + margin)
  • • Market share
What Matters
  • • Category leadership
  • • Path to profitability
  • • Operating leverage
  • • Defensibility/moat

The Rule of 40

For growth-stage companies: Revenue Growth Rate + Profit Margin should exceed 40%. Growing 50% with -10% margin? Good (40). Growing 20% with 30% margin? Good (50). Growing 30% with -20% margin? Not good (10). This balances growth and efficiency.

10

Model Structure & Best Practices

A well-structured model is easier to update, audit, and share. Follow these conventions to build models that last.

Recommended Sheet Structure

1.
AssumptionsAll inputs in one place—easy to change and scenario
2.
RevenueBottoms-up revenue build by channel/segment
3.
HeadcountHiring plan with start dates and costs
4.
ExpensesNon-headcount costs by category
5.
P&L SummaryIncome statement view (monthly or quarterly)
6.
Cash FlowCash movements and runway tracking
7.
MetricsKPIs and unit economics calculations
8.
ScenariosBear/base/bull case summaries

Modeling Best Practices

Inputs in one place (Assumptions tab)
No hardcoded numbers in formulas
Use named ranges for key inputs
Color code: blue=input, black=formula
Add comments for complex formulas
Version control (date in filename)
Monthly columns, annual summaries
Check that rows/columns sum correctly

Common Modeling Errors

×Circular references
×Broken formulas from copy/paste
×Inconsistent time periods
×Missing expense categories
×Double-counting revenue or costs
×Forgetting payroll taxes/benefits
×Not modeling seasonality
×Forgetting cash timing gaps

Tools for Financial Modeling

Start with Google Sheets or Excel—they work fine through Series A. Graduate to dedicated tools like Causal, Runway, or Mosaic when you need collaboration, scenario management, and actuals integration. The tool matters less than the rigor of your thinking.

11

Presenting to Investors

Your model tells a story. Present it in a way that builds confidence in your business acumen and your ability to hit targets.

What to Show in Pitch Deck

1.
Market Size:TAM/SAM/SOM with bottoms-up validation
2.
Business Model:How you make money, pricing, unit economics
3.
Traction:Revenue, growth rate, key metrics trajectory
4.
Projections:3-year revenue with key assumptions
5.
Use of Funds:How youll spend and what milestones youll hit

Questions Investors Will Ask

Q:
What are your key assumptions?
Prep: Know your top 5 drivers and why theyre reasonable
Q:
How did you build your revenue projection?
Prep: Walk through bottoms-up logic
Q:
Whats your burn and runway?
Prep: Know exact numbers and when youll need to raise
Q:
What are your unit economics?
Prep: LTV, CAC, payback, gross margin
Q:
What if growth is slower?
Prep: Have bear case ready with contingency plan
Q:
How do you plan to spend the money?
Prep: Detailed hiring plan and milestones

Own Your Numbers

Investors can tell when founders dont understand their own model. Know every number, every assumption, every sensitivity. If someone else built your model, understand it deeply before presenting. Nothing kills credibility faster than fumbling through your own financials.

12

Common Modeling Mistakes

These mistakes undermine credibility and lead to bad decisions. Avoid them to build models that actually help you.

01Top-down revenue projections

Saying "1% of a $10B market" tells investors nothing about how youll actually get customers.

Fix:Build bottoms-up: leads × conversion × price = revenue

02No churn in the model

Every SaaS company has churn. Ignoring it makes your projections fiction.

Fix:Model realistic churn (3-5% monthly for SMB, 1-2% for enterprise)

03Expenses that dont scale with revenue

If revenue 10x but costs stay flat, your model is broken.

Fix:Tie COGS, support, and sales costs to revenue growth

04Over-optimistic conversion rates

Claiming 20% conversion when industry average is 5% needs serious justification.

Fix:Start with industry benchmarks, improve based on actual data

05Forgetting fully-loaded employee costs

Salary is only 70-80% of true cost. Benefits, taxes, equipment add up.

Fix:Use 1.25-1.3x multiplier on base salary

06No scenarios or sensitivities

Single-point forecasts pretend you know the future. You dont.

Fix:Build bear/base/bull cases with clear assumptions

07Perfect hockey stick

Smooth exponential growth looks fake. Real businesses have lumps.

Fix:Model seasonality, sales cycle timing, and realistic ramps

08Never updating the model

A model from 6 months ago is useless. Business changes fast.

Fix:Update monthly with actuals, adjust forecast quarterly

Your Model Audit Checklist

Use this checklist to validate your financial model before sharing with investors.

Revenue built bottoms-up from real drivers
Churn modeled realistically
Costs scale with growth
Unit economics calculated and healthy
Cash flow shows timing, not just P&L
Three scenarios with clear assumptions
Use of funds tied to milestones
18+ months runway post-raise
No circular references or broken formulas
Can explain every number confidently

Recommended Reading

01
Venture Deals
by Brad Feld & Jason Mendelson
Understanding funding mechanics
02
Financial Intelligence for Entrepreneurs
by Berman & Knight
Finance fundamentals
03
Startup Metrics for Pirates
by Dave McClure
AARRR framework for metrics
04
The SaaS CFO
by Ben Murray (blog)
Deep dives on SaaS metrics