The Crimson Bench

Company ModelIntegrated Company Model

E-Commerce / DTC Brand — End-to-End Operating Model

Orders → contribution → ad spend → cash → margin → valuation, linked.

$250

Business Drivers

Demand

How orders grow and what each is worth.

Contribution

What survives per order.

Overhead & Horizon

Fixed cost and how long to run.

Capital & Exit

Cash and the valuation multiple.

The Integrated Picture

Monthly revenue (end)

$458,370

Annual run-rate

$5,500,440

Ending cash

$962,836

Contribution / order

$14

EBITDA margin (end)

15%

Implied valuation

$16,501,319

Company Trajectory

MonthOrdersRevenueGross ProfitEBITDACash
Month 12,000$120,000$64,000-$12,000$488,000
Month 32,247$134,832$71,910-$8,539$469,141
Month 62,676$160,587$85,646-$2,530$455,309
Month 93,188$191,262$102,006$4,628$461,757
Month 123,797$227,796$121,491$13,152$492,358
Month 154,522$271,308$144,698$23,305$551,727
Month 185,386$323,133$172,337$35,398$645,358
Month 216,414$384,856$205,257$49,800$779,796
Month 247,639$458,370$244,464$66,953$962,836

Per-Order Economics

MetricValue
Average order value$60
COGS35%
Shipping / order$7
Marketing / order (CAC)$18
Contribution / order$14
Ending orders / month7,639

The Operator's Read

The brand scales to $5,500,440 run-rate and stays solvent, turning EBITDA-positive around month 8. At 3× revenue that implies $16,501,319. Retention and repeat purchase would lift this further — a bespoke model layers in cohort LTV.

Interactive preview · Educational model, not financial advice · Built by The Crimson Bench

About This Model

A full operating model of a direct-to-consumer brand. Order growth drives revenue; revenue flows through COGS, shipping, and paid-acquisition spend to contribution and EBITDA; EBITDA moves the cash balance; and the revenue run-rate sets an implied valuation. The model that tells you whether scaling ad spend actually builds a business.

The Linked Driver Groups

Everything is connected — here is what feeds the model.

Demand

How orders grow and what each is worth.

Orders / month (start) · Monthly order growth · Average order value

Contribution

What survives per order.

COGS · Shipping & fulfillment / order · Marketing / order (CAC)

Overhead & Horizon

Fixed cost and how long to run.

Fixed overhead / month · Months to simulate

Capital & Exit

Cash and the valuation multiple.

Starting cash · Exit multiple (× revenue)

Assumptions & Limitations

  • The model is deterministic and monthly — it projects your drivers forward with clear arithmetic, one scenario at a time.
  • Defaults are illustrative benchmarks. The paid version ships in Excel so you can wire in your real chart of accounts.
  • For a model built entirely around your business — hiring waves, fundraising rounds, working capital — commission a bespoke engagement.
  • Educational decision-support tool — not financial, investment, tax, or legal advice.

Frequently Asked Questions

What is the E-Commerce / DTC Brand — End-to-End Operating Model?

A full operating model of a direct-to-consumer brand. Order growth drives revenue; revenue flows through COGS, shipping, and paid-acquisition spend to contribution and EBITDA; EBITDA moves the cash balance; and the revenue run-rate sets an implied valuation. The model that tells you whether scaling ad spend actually builds a business.

What makes it "end-to-end"?

Unlike a single calculator, this model links 4 driver groups — Demand, Contribution, Overhead & Horizon, Capital & Exit — into one integrated picture. Change any driver and revenue, margin, cash, runway, and valuation all move together.

What do I get for $250?

The full interactive model plus an editable Excel version, a documented methodology, and board-ready base/bull/bear scenarios. Want it wired to your real numbers and chart of accounts? That's a bespoke engagement — see the Enterprise page.

Is this financial advice?

No. It's an educational decision-support model built to your assumptions — not financial, investment, tax, or legal advice.

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The Crimson Bench · Est. 2002 · Founded in New York City

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