Growth Modeling for Startups

Know what has to be true for your startup to grow.

Turn acquisition, conversion, pricing, retention, and revenue assumptions into a model you can test, explain, and operate against — whether you're planning the business, preparing your pitch, or comparing the plan with real performance.

TRAFFIC / PIPELINE CONVERSION CUSTOMERS REVENUE GROWTH MODEL
Drivers CACPricingRetentionSales cycleReferral
Target Drivers Assumptions Scenarios Decisions
The core question

A forecast tells you where you want to go. A growth model shows what needs to happen to get there.

Your target: $5M ARR

To know whether that target is plausible, the model asks:

  • How many paying customers?
  • At what ARPU or ACV?
  • At what conversion rate?
  • From how much traffic or pipeline?
  • With what retention?
  • At what acquisition cost?

The goal isn't to predict the future perfectly. It's to make the assumptions behind it explicit.

Built for founders

For the decisions you face before and after launch.

Planning

Before you launch

Turn your idea and target into a structured growth model — drivers, funnel, revenue requirements, and the assumptions your business depends on most.

Model the plan →
Fundraising

Before you pitch investors

Connect the projections in your deck to the operating assumptions required to achieve them, test alternative scenarios, and walk in ready for the questions.

Pressure-test the pitch →
Operating

Once the startup is live

Compare the original model with reality — where actuals differ from plan, which assumption explains the largest variance, and which lever deserves attention.

Review actual vs. plan →
How it works

From target to operating model.

01

Define the goal

Clarify the business model, stage, primary growth goal, target and timeline.

02

Map the drivers

Identify the chain connecting acquisition to the outcome — traffic, conversion, customers, retention, revenue.

03

Quantify the assumptions

Put real values on acquisition, conversion, pricing, retention, sales and timing.

04

Simulate scenarios

Ask what happens if acquisition is 20% lower, or conversion improves — and which lever moves the outcome most.

05

Compare with reality

Once data exists, replace assumptions with observed performance, analyze variance, and revise the model.

Assumptions

Every forecast is built on assumptions.

The problem isn't that assumptions exist — it's not knowing what they are. Make them explicit, and the forecast becomes a model you can work with.

10,000monthly visitors
8%sign-up rate
20%activation
12%paid conversion
$80ARPU
3%monthly churn
What if sign-up is 6% instead of 8%?
What moves the needle more — +20% traffic or +10% conversion?
Which assumption must improve to hit the target?
What you get

A growth model built around your business.

Depending on your stage and business type, the work can include:

Mapping your growth drivers
Breaking the revenue target into its parts
Building the funnel / growth model
Defining the key assumptions
Scenario testing
Sensitivity analysis
The highest-impact assumptions
The metrics worth measuring first
A pitch-deck-ready version
Plan vs. actual, if data already exists

The focus is on the growth drivers themselves — not just the rows of a financial forecast.

For fundraising

Your pitch deck has the numbers. The model has the story behind them.

Investors don't just look at a forecast — they examine the logic behind it. If you present a revenue target, you should be able to connect it back to:

Pitch deck says
$5M ARR
Customers required
Conversion rates
Pipeline / Traffic
CAC
Pricing
Retention
Pressure-test before you raise
Growth model ≠ financial model

A growth model is not a financial model.

Financial model

What will revenue, costs and cash flow look like?

Growth model

What actually has to happen for that revenue to exist?

Instead of starting from accounting lines, it starts from the drivers: acquisition, conversion, pricing, usage, retention, referral, sales.

Examples

Models by business type.

B2B SaaS
Leads Opportunities Customers ACV ARR
Product-Led SaaS
Traffic Signup Activation Paid Revenue
Subscription
Traffic Purchase Subscription Retention Revenue
Marketplace
Supply + Demand Match Transaction Take Rate Revenue

Illustrative — not universal templates.

Before you build the forecast, understand what has to be true.

Whether your startup is still an idea, preparing to raise, or already generating data — start by mapping the drivers behind the target.

Build Your Growth Model