Financial forecasting for Amazon sellers

Model the launch before you fund it.

Keyydo builds financial forecasts for brands launching a product on Amazon US. One PDF report: thirty-six months modelled across three demand cases, from landed unit cost to peak cash requirement and the break-even month — every input sourced and dated.

Made to be questioned. That's what it's for — a decision instrument, not a verdict.

Horizon 36 months Scenarios Conservative · Base · Upside Marketplace Amazon US Categories Six at launch Output Peak cash requirement

Why we built this

A launch you can model always beats a launch you have to estimate.

Sellers put real rigour into sourcing, pricing and positioning. The cash side usually gets a spreadsheet, because until now that was the practical option — and a spreadsheet is a snapshot of a business that moves month to month.

None of it is exotic. It's just connected. Your real selling price isn't the list price — it's what survives the promotional stack, blended across events, permanent deals and whatever it takes to stay competitive in the moment. Then Amazon takes its share: referral, FBA, AWD, storage — each on its own basis, none of them optional.

That price sets contribution per unit, and contribution per unit sets how much traffic you can afford to buy. So CPC and conversion rate stop being reporting metrics and start being budget constraints, alongside the things that move both quietly: Vine, Creator Connections, listing quality. And every unit that sells pulls the reorder closer, which turns inventory back into a cash question.

Model those together and the numbers that actually govern the launch fall out of it: true landed unit cost with nothing left off, contribution per unit, the break-even month, the peak cash requirement, and the month the business turns cash positive.

That's the job. And Keyydo does it properly.

Who builds it

Keyydo is founder-led. Behind the model sit more than 20 years of financial modelling and a working knowledge of Amazon US at the level of mechanics — referral, FBA, AWD and storage each on their own basis, what survives the promotional stack, lead times and what they do to the month a reorder lands in.

The two disciplines are the point. Marketplace knowledge keeps the inputs honest; the modelling turns them into a peak cash requirement and a break-even month. Either on its own gives you half a picture.

What you get

Seventeen sections. One number they all point at.

Modelled monthly across thirty-six months and three demand cases. Every metric in the document is defined in the glossary.

Part I

The Capital Question

01 Peak cash requirement

Launch Capital

Total capital to launch, the deepest point, the month it hits, and how long you are under.

Total capital deployed · pre-launch capital · peak cash requirement · month of trough · first negative month · recovery month · days underwater · end-of-period cash

02 Cash conversion cycle

Working Capital Cycle

The gap between paying for goods and being paid for them. This is what creates the trough.

Supplier deposit and balance terms · production lead time · transit and inbound receive · days of inventory · Amazon payout cycle · cash conversion cycle

03 Next order date and amount

Your Buying Plan

Every purchase order across three years — when to place it, when it lands, what it costs, and what it does to your cash.

Order placement month · arrival month · quantity · order cost · deposit and balance split · weeks of cover by month · stock-out exposure window · cash tied up in stock

Part II

The Market You're Entering

04 Category FSP

Market Structure

The competitive set your launch is measured against, and how it was drawn.

Browse node and capture date · set size · FSP distribution and price bands · concentration · review depth and rating spread

05 Headroom against your quote

Viability Check

Whether your landed unit cost clears the ceiling the category's price level sets.

FSP average · position multiplier · maximum viable landed unit cost · headroom vs. your quote

Part III

The Unit

06 Total Amazon take per unit

Amazon Fee Schedule

Every fee Amazon charges on this product at your dimensions and weight.

Referral rate by category · referral fee per unit · FBA fulfilment fee · AWD fee · returns processing

07 Contribution per unit

Per-Unit Economics

What survives on each unit after Amazon and advertising take their share.

Landed unit cost · contribution per unit · contribution margin % · net per unit · net margin % · breakeven contribution

08 Realised price vs. list

Promotional Strategy

The promotional calendar, what each action costs, and the price that actually lands.

Promotional blocks by lever, dates and depth · coupon depth and adoption · Subscribe & Save adoption · virtual bundle adoption · blended discount · realised price vs. list · promotional margin drag

Part IV

Demand

09 Break-even ACoS

Demand Generation

What traffic costs now, how that cost falls as rank compounds, and the point above which advertising loses money.

CPC · CVR · ACoS · TACoS · cost per order · break-even ACoS, returns-inclusive · paid share and organic share · natural organic demand · organic ceiling · months where your ad budget is the binding constraint

10 Trough with and without

Launch Levers

Vine, Creator Connections and listing quality, priced and graded.

Vine enrolment · Creator Connections commission per sale · listing quality investment · graded optional to mandatory · peak cash with and without

Part V

Performance

11 Month 36 run rate

Monthly Trading

Revenue, contribution and net position, month by month across three years.

Units sold · units kept and returned · gross revenue · net revenue · landed unit cost · contribution · net position · closing cash

12 Payback month

Break-Even and Payback

When the product turns profitable, and when your capital comes back.

Contribution break-even volume · break-even month · payback period · return on invested capital

13 Indicative valuation

Terminal Position

Where the product stands at month thirty-six, and what it would be worth on a stated basis.

Month-36 run rate · trailing twelve-month contribution · product-level net profit · indicative valuation at 3× trailing twelve-month net profit

Part VI

Risk and Read

14 Peak cash by scenario

Three Scenarios

Conservative, base and upside, modelled on conversion, CPC and price.

Scenario assumptions · peak cash by scenario · break-even month by scenario · days underwater by scenario

15 The variable that moves it most

Sensitivity Analysis

Which single variable moves peak cash most, and where the plan stops working.

Single-variable impact on peak cash · ranked sensitivity · breakpoints for CPC, CVR, price and landed unit cost

16 The credibility section

Assumptions Register

Every input, its value and where it came from, open to challenge.

Input · value · source · capture date

17 Three priority actions

Analyst Commentary

What to prioritise, what to watch, and what would change the read.

Priority actions · risks to monitor · sensitivity points · what would change the read

How it works

Order in the app. We build the model. Three years to see.

  1. Step 1 — Order

    A category, your launch capital, and three to six competitor links.

    Create a free account at keyydo.app with your email or Google, then fill in your order. Selling price, landed unit cost, lead time and the other details are optional. Add what you know.

    We check your competitor links sit in the right category and price range. That sets your competitive field.

    An unfinished order is saved to your account. Once you submit it, it can no longer be edited.

  2. Step 2 — Forecast

    Thirty-six months. Conservative, Base, Upside.

    At the centre: your peak cash requirement — the deepest point before the launch turns.

    Around it: competitor pricing, your maximum viable landed unit cost, Amazon's fee load, ad spend, reorder timing.

    Every input sourced and dated on the page.

  3. Step 3 — Questions

    Three working days, in writing.

    Swap our derived landed unit cost for your supplier's. Price above the category instead of at it. Contest the competitive set.

    Where it moves the number, we re-run and reissue once. No charge.

A financing decision with the reasoning attached, not asserted.

Pricing

A fixed fee, stated before work begins.

One forecast covers one product on Amazon US. Each variation of that product — another size, count or flavour — is modelled inside the same forecast.

Amazon US · thirty-six months · three demand cases
Item What it covers Fee
ForecastOne product, the full seventeen-section document$990
VariationEach additional variation of the same product, in the same forecast$250

Fees in US dollars. Several distinct products, or a marketplace other than Amazon US — get in touch.

What this doesn't do

Every boundary stated, same as every input.

Scope

Amazon US, in the six categories above. One product per forecast, with its variations. Product-level economics only. This is not a business plan — operating expenses and capital expenditure sit outside the model and depend on how you run the business.

Not included

No supplier sourcing, listing creation or account management. We model the launch; you run it.

What it is

A forecast, not a guarantee. The method is fixed and checkable, and every input is stated. Small changes in assumptions can move the numbers substantially — which is why the sensitivity analysis is in the document.

Point in time

Every figure is captured on a stated date. Categories move. Keyydo is under no obligation to monitor or update a forecast after delivery unless separately engaged.

Every input is stated, sourced and dated, and the method is fixed and checkable. The outputs are modelled projections under stated assumptions, not forecasts of actual results.

Start a forecast

Know the number before you commit the capital.

myforecasts@keyydo.com