Atlas / Skills / wshobson / Startup Financial Modeling

Startup Financial ModelingSAFE

skills/wshobson/startup-financial-modeling

Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, Google Antigravity, and Pi

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
1.0.0
Hosts
1 documented
License
MIT
Stars
40,146
01

Overview

Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, Google Antigravity, and Pi

Read from source at commit adb71e0b2512OBSERVED · 2026-10-02
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
codexmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: startup-financial-modeling
description: Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for early-stage startups. Use this skill when creating financial projections, calculating burn rate or runway, modeling fundraising scenarios, or preparing investor-ready financials for a seed or Series A raise.
version: 1.0.0
---

# Startup Financial Modeling

Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for early-stage startups.

## Overview

Financial modeling provides the quantitative foundation for startup strategy, fundraising, and operational planning. Create realistic projections using cohort-based revenue modeling, detailed cost structures, and scenario analysis to support decision-making and investor presentations.

## Core Components

### Revenue Model

**Cohort-Based Projections:**
Build revenue from customer acquisition and retention by cohort.

**Formula:**

```
MRR = Σ (Cohort Size × Retention Rate × ARPU)
ARR = MRR × 12
```

**Key Inputs:**

- Monthly new customer acquisitions
- Customer retention rates by month
- Average revenue per user (ARPU)
- Pricing and packaging assumptions
- Expansion revenue (upsells, cross-sells)

### Cost Structure

**Operating Expenses Categories:**

1. **Cost of Goods Sold (COGS)**
   - Hosting and infrastructure
   - Payment processing fees
   - Customer support (variable portion)
   - Third-party services per customer

2. **Sales & Marketing (S&M)**
   - Customer acquisition cost (CAC)
   - Marketing programs and advertising
   - Sales team compensation
   - Marketing tools and software

3. **Research & Development (R&D)**
   - Engineering team compensation
   - Product management
   - Design and UX
   - Development tools and infrastructure

4. **General & Administrative (G&A)**
   - Executive team
   - Finance, legal, HR
   - Office and facilities
   - Insurance and compliance

### Cash Flow Analysis

**Components:**

- Beginning cash balance
- Cash inflows (revenue, fundraising)
- Cash outflows (operating expenses, CapEx)
- Ending cash balance
- Monthly burn rate
- Runway (months of cash remaining)

**Formula:**

```
Runway = Current Cash Balance / Monthly Burn Rate
Monthly Burn = Monthly Revenue - Monthly Expenses
```

### Headcount Planning

**Role-Based Hiring Plan:**
Track headcount by department and role.

**Key Metrics:**

- Fully-loaded cost per employee
- Revenue per employee
- Headcount by department (% of total)

**Typical Ratios (Early-Stage SaaS):**

- Engineering: 40-50%
- Sales & Marketing: 25-35%
- G&A: 10-15%
- Customer Success: 5-10%

## Financial Model Structure

### Three-Scenario Framework

**Conservative Scenario (P10):**

- Slower customer acquisition
- Lower pricing or conversion
- Higher churn rates
- Extended sales cycles
- Used for cash management

**Base Scenario (P50):**

- Most likely outcomes
- Realistic assumptions
- Primary planning scenario
- Used for board reporting

**Optimistic Scenario (P90):**

- Faster growth
- Better unit economics
- Lower churn
- Used for upside planning

### Time Horizon

**Detailed Projections: 3 Years**

- Monthly detail for Year 1
- Monthly detail for Year 2
- Quarterly detail for Year 3

**High-Level Projections: Years 4-5**

- Annual projections
- Key metrics only
- Support long-term planning

## Detailed section: Step-by-Step Process

Originally a 2763-byte section in this SKILL.md. Moved to `references/details.md` to fit Codex's 8 KB skill body cap.

## Business Model Templates

### SaaS Financial Model

**Revenue Drivers:**

- New MRR (customers × ARPU)
- Expansion MRR (upsells)
- Contraction MRR (downgrades)
- Churned MRR (lost customers)

**Key Ratios:**

- Gross margin: 75-85%
- S&M as % revenue: 40-60% (early stage)
- CAC payback: < 12 months
- Net retention: 100-120%

**Example Projection:**

```
Year 1: $500K ARR, 50 customers, $100K MRR by Dec
Year 2: $2.5M ARR, 200 customers, $208K MRR by Dec
Year 3: $8M ARR, 600 customers, $667K MRR by Dec
```

### Marketplace Financial Model

**Revenue Drivers:**

- GMV (Gross Merchandise Value)
- Take rate (% of GMV)
- Net revenue = GMV × Take rate

**Key Ratios:**

- Take rate: 10-30% depending on category
- CAC for buyers vs. sellers
- Contribution margin: 60-70%

**Example Projection:**

```
Year 1: $5M GMV, 15% take rate = $750K revenue
Year 2: $20M GMV, 15% take rate = $3M revenue
Year 3: $60M GMV, 15% take rate = $9M revenue
```

### E-Commerce Financial Model

**Revenue Drivers:**

- Traffic (visitors)
- Conversion rate
- Average order value (AOV)
- Purchase frequency

**Key Ratios:**

- Gross margin: 40-60%
- Contribution margin: 20-35%
- CAC payback: 3-6 months

### Services / Agency Financial Model

**Revenue Drivers:**

- Billable hours or projects
- Hourly rate or project fee
- Utilization rate
- Team capacity

**Key Ratios:**

- Gross margin: 50-70%
- Utilization: 70-85%
- Revenue per employee

## Fundraising Integration

### Funding Scenario Modeling

**Pre-Money Valuation:**
Based on metrics and comparables.

**Dilution:**

```
Post-Money = Pre-Money + Investment
Dilution % = Investment / Post-Money
```

**Use of Funds:**
Allocate funding to extend runway and achieve milestones.

**Example:**

```
Raise: $5M at $20M pre-money
Post-Money: $25M
Dilution: 20%

Use of Funds:
- Product Development: $2M (40%)
- Sales & Marketing: $2M (40%)
- G&A and Operations: $0.5M (10%)
- Working Capital: $0.5M (10%)
```

### Milestone-Based Planning

**Identify Key Milestones:**

- Product launch
- First $1M ARR
- Break-even on CAC
- Series A fundraise

**Funding Amount:**
Ensure runway to achieve next milestone + 6 months buffer.

## Common Pitfalls

**Pitfall 1: Overly Optimistic Revenue**

- New startups rarely hit aggressive projections
- Use conservative customer acquisition assumptions
- Model realistic churn rates

**Pitfall 2: Underestimating Costs**

- Add 20% b
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (1)

LOWInventory / provenance · inv.symlink · CWE-1104
CLAUDE.md
CLAUDE.md
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-10-02 · audit v0.4.1 · source sha adb71e0b2512full audit observations/trust-audit/skill/wshobson__startup-financial-modeling.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-02adb71e0b2512SAFEB89first audit
06

Questions

What does the Startup Financial Modeling skill do?

Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, Google Antigravity, and Pi

Is Startup Financial Modeling safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Startup Financial Modeling access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Startup Financial Modeling work with?

Its documentation mentions codex. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (adb71e0b2512), read on 2026-10-02. The repository is watched, and a new audit runs when it changes — this is the first audit.

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