Demand forecasting for a D2C brand
A demand-forecasting model designed to predict sales by SKU from a D2C brand's own order history, promotions, and seasonality — so buying and inventory decisions are made against a forward view instead of gut feel and last year's spreadsheet, with honest error bars on every number.
An illustrative example of a system we can build — not a client engagement, and with no measured results.
The challenge
A D2C brand plans stock on gut feel and a spreadsheet of last year's sales, so bestsellers go out of stock while slow movers tie up cash and warehouse space. Promotions and seasonality throw the guesses off further, and every stockout or overbuy comes straight out of margin.
How we'd build it
- We'd build a forecasting model on your own order history, accounting for seasonality, promotions, and product lifecycle
- We'd pick the technique on merit — a well-chosen statistical model often beats a neural network on this kind of data
- We'd validate against sales the model hasn't seen and report where it's reliable and where it isn't, error bars included
- We'd integrate the forecast so it reaches the buying and inventory decisions that act on it, not just a dashboard nobody opens
What it's designed to deliver
- Designed to give a SKU-level view of what's coming, so buying is planned against demand instead of last year's guess
- Built to weigh promotions and seasonality rather than assume next month looks like a flat average
- Intended to come with honest accuracy expectations, so you know when to lean on the forecast and when to apply judgment
- Handed over as models, code, and documentation on your infrastructure — retrain them as new data arrives, no per-prediction fee
And like everything we build, you'd own it
What to expect
No. This is an illustrative example of a system Plenaura can build — not a delivered client engagement, and it carries no measured client results. We're a pre-launch studio building our first projects, and we won't present invented case studies as real.
Yes. Like everything we build, you own 100% of the code, models, and infrastructure, deployed under your control — no vendor lock-in and no platform fees.
It's scoped per project on a timeline agreed in writing before any work starts. A single focused capability ships faster than a fully connected system; we lock scope and timeline up front so there's no open-ended drift.
Want a system like this? Let's scope it.
Tell us the problem. We'll map the system and scope it with you — or give an honest no.