03Fractional-CFO · unified forecast

Integrated Financial Model

Unified marketing, operations and finance into a single 12-month forecast for a business bootstrapped from $0 to $3M+ — including a marginal-profit model that prices the return on every incremental dollar of ad spend.

Sanitized engagement · client withheld
Overview

One model across marketing, ops and finance.

The challenge

Marketing, operations and finance each ran on their own spreadsheets. There was no single view of how a dollar of ad spend became revenue, cash, or profit — and no forecast anyone could defend or plan against.

The approach

I built one integrated model that ties acquisition spend to pipeline, revenue and cash across a rolling 12-month forecast, with a scenario engine so every input flexes the output. Then I operated it fractional-CFO style: a monthly rhythm of close, forecast and re-plan.

What moved the numbers
  • Unified marketing, operations and finance into one forecast model
  • Tied every dollar of ad spend to revenue, cash and payback
  • Built a scenario engine — inputs flex the full 12-month output
  • Operated it fractional-CFO style: monthly close, forecast, re-plan
Executive summary

The fractional-CFO view.

Revenue (bootstrapped)
$0 → $3M+
Contacts in database
500K+
Active channels
Online · In-person · App
Planning horizon
Rolling 12-month forecast
  • One model ties paid-acquisition spend to pipeline, revenue and cash — no disconnected spreadsheets.
  • Unit economics hold at a 4× blended ROAS, giving a defensible cost-to-acquire and payback window.
  • Online recurring revenue is the growth engine, compounding ~76% / year to a $206K/month peak.
  • Scenario-ready: every input — spend, conversion, churn, price — flexes the full 12-month output.
The model, in charts

From first dollar to a forecast.

The bootstrapped revenue base, the recurring-revenue engine, and the unified 12-month forward forecast. Figures are sanitized; revenue is shown in $K.

Bootstrapped $0 → $3M+

Cumulative revenue, no outside capital ($K)

Revenue

Online recurring revenue → $206K/mo

MRR ramp ($K)

MRR

$206K / mo peak · Dec 2025

Unified 12-month forecast

Forward revenue by driver — baseline + marketing + retention ($K / mo)

Forecast
BaselineMarketing-drivenRetention / expansion

One model, three engines. Each driver — and the scenario band around it — flexes with its inputs.

Marginal economics

Every $10 of spend, priced.

The model's payoff: a defensible answer to “what does one more dollar of ad spend return?” Revenue is set by the 4× ROAS; the profit figure is yours to finalize.

Marginal-profit engine

Every incremental $10 of ad spend, priced at the model's 4× blended ROAS.

Interactive
Ad spend
$10
incremental
Revenue
$40
at 4× ROAS
Profit
$X
placeholder
$2,500
$0$10,000 / mo
Projected incremental revenue
$10,000/mo
$2,500 × 4 ROAS
Projected incremental profit
$X
Placeholder until contribution margin is set
%
TODO (Josh): set your true contribution margin to replace every “$X”.
Lucidity

RevOps, growth & financial modeling. Selected, sanitized work by Josh Rowles.

Contact

Available for select fractional & project engagements.

[email protected]

All figures are from real engagements. Client identity and category are withheld; metrics are presented in sanitized, indexed, or rounded form. The subject is described only as a bootstrapped, subscription-based service business.

© 2026 Josh Rowles · Lucidity