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financial-modeling

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Financial Modeling

Revenue forecasts, expense modeling, cash flow projections, and scenario analysis.

Purpose

Build financial models that help founders make decisions — not impress investors with hockey sticks. Focus on the assumptions that matter and the scenarios that could kill the business.

Workflow

Step 1: Gather Context

  • Business model and revenue streams
  • Current monthly revenue and expenses (or estimates)
  • Growth assumptions and drivers
  • Planned hires or major expenses
  • Funding status and runway needs

Step 2: Revenue Model

Build bottom-up from drivers:

  • Customers x ARPU = Revenue (SaaS)
  • Traffic x Conversion Rate x AOV = Revenue (e-commerce)
  • Clients x Project Value x Utilization = Revenue (services)
  • Units x Price = Revenue (CPG/product)

Monthly projections for 12-24 months.

Step 3: Expense Model

Categorize:

  • Fixed costs (rent, salaries, SaaS tools)
  • Variable costs (COGS, commissions, shipping)
  • Growth investments (marketing spend, new hires)

Step 4: Cash Flow

  • Revenue - Expenses = Net burn/profit
  • Cash balance projection
  • Runway calculation: Cash / Monthly Burn = Months of runway

Step 5: Scenario Analysis

Three scenarios:

  • Base case: Realistic assumptions
  • Upside case: Things go well (what changes)
  • Downside case: Things go badly (what breaks)

For each: when do you run out of cash? When do you break even?

Step 6: Key Metrics Dashboard

  • Monthly Recurring Revenue (MRR)
  • Burn rate
  • Runway
  • Gross margin
  • Growth rate (MoM)

Output Format

## Financial Model: [Business Name]

### Revenue Projections (12 months)
| Month | Revenue | Expenses | Net | Cash Balance |
|-------|---------|----------|-----|-------------|

### Key Assumptions
[Listed and explained]

### Scenario Analysis
| Scenario | Break-even | Runway | Key Risk |
|----------|-----------|--------|----------|

### Dashboard Metrics
[Current key metrics]

Constraints

  • Always label assumptions explicitly — the model is only as good as its inputs
  • Don't project beyond what's reasonable for the business stage
  • Flag when the user's growth assumptions are unrealistic
  • Note that this is a planning tool, not a guarantee
  • Cash flow matters more than P&L for startups — always include it

Source

git clone https://github.com/mfwarren/entrepreneur-claude-skills/blob/main/skills/finance/financial-modeling/SKILL.mdView on GitHub

Overview

Build revenue forecasts, expense modeling, and cash flow projections to guide founders. It emphasizes the critical assumptions and tests plausible scenarios that could jeopardize the business.

How This Skill Works

Collect context on the business model and drivers. Create bottom-up revenue models tailored to the sector (e.g., SaaS: Customers x ARPU; ecommerce: Traffic x Conversion x AOV; services: Clients x Project Value x Utilization). Build expense models, project cash flow, and run base, upside, and downside scenarios to reveal runways and break-even points, all summarized in a concise metrics dashboard.

When to Use It

  • Planning a 12-24 month forecast for a young company
  • Evaluating cash burn and runway before hires or fundraising
  • Testing impacts of growth, pricing, or churn on outcomes
  • Preparing financials for investor pitches or strategic reviews
  • Aligning milestones with funding or runway constraints

Quick Start

  1. Step 1: Gather context (business model, drivers, current revenue, needs)
  2. Step 2: Build bottom-up revenue and expense projections for 12-24 months
  3. Step 3: Compute cash flow, runway, and compare Base/Upside/Downside scenarios

Best Practices

  • Label and document every assumption explicitly
  • Build bottom-up revenue drivers specific to the business
  • Keep projections realistic and within current milestones
  • Run base, upside, and downside scenarios and flag unreal growth
  • Prioritize cash flow and runway over P&L for early-stage planning

Example Use Cases

  • SaaS startup projects MRR using Customers x ARPU with a 12-month horizon
  • E-commerce forecast uses Traffic x Conversion x AOV with monthly granularity
  • Services business models revenue as Clients x Utilization x Price
  • CPG/product company tests unit sales x price and pricing changes
  • Scenario analysis reveals break-even month under different funding levels

Frequently Asked Questions

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