Harpy Glossary

FLOW (Forward-Looking Order Workflow)

Amazon & D2C glossary · Harpy Media

FLOW (Forward-Looking Order Workflow) is a planning discipline: instead of reacting to stock levels, you project demand forward and time purchases so inventory lands just before it’s needed — computed from sell-through, seasonality, and supplier lead times rather than triggered by empty shelves or anxious feelings.

What is FLOW?

FLOW (Forward-Looking Order Workflow) is a planning discipline: instead of reacting to stock levels, you project demand forward and time purchases so inventory lands just before it’s needed — computed from sell-through, seasonality, and supplier lead times rather than triggered by empty shelves or anxious feelings.

The name captures the mindset shift: backward-looking operations buy when something runs low; forward-looking operations buy against a calendar. On Amazon, where a stockout taxes rank and an overstock taxes cash, that shift is worth more than most marketing improvements — and it’s entirely within the seller’s control.

What a forward workflow builds, week by week

The core artefacts: a per-SKU demand projection (weeks forward, with ranges), a lead-time map (supplier production + freight + inbound, per source), an order calendar that places purchase decisions the day the math says to — not the week the shelf looks low, and a trigger system that flags when actuals deviate from projection enough to re-plan. The beautiful part is what stops happening: emergency air freight, expedite fees, end-of-quarter inventory gambles, and the whack-a-mole rhythm of stockout-hope-overstock. The forward operator is buying the same units at the same volumes — just at the right moments, at sea freight prices, with enough buffer that a normal delay doesn’t become a crisis.

Making it real (tools and habits)

Nothing about FLOW requires exotic software — a disciplined spreadsheet with a rolling 12-week horizon outperforms a neglected ERP. The habits: update the projection weekly with actual sales (a stale forecast is a backward-looking one wearing future-dated numbers), keep lead times honest and current (optimists stock out; pessimists buy storage), and hold one person accountable for the order calendar. Scale-ups add integration (systems that trigger POs from the model), but the mindset precedes the tooling — and the sellers who master it typically find their cash conversion cycle drops without cutting a single order.

Order point = projected demand over (lead time + review period) + safety stock  ·  review weekly, re-plan when actuals driftBuy against the calendar, not against the pangs of a low stock count.

In practice

A seller rebuilds their flow around a rolling 12-week model. The first month’s insight: their top SKU’s true lead time is 74 days — not the 60 their calendar assumed — and two past “surprise” stockouts were the math reporting itself. Orders move two weeks earlier, buffers resize per SKU velocity, and next quarter runs with zero air freight and zero dark days on the hero. Same supplier, same product, same demand: better timing.

⚠️ Watch out. A seller’s purchase decisions are triggered by “running low,” which is intrinsically backward-looking — by the time the shelf looks thin, the optimal order date passed weeks ago, so every reorder is either expedited or late. The costs (air freight or stockouts) get filed under “supply chain is hard” instead of “we buy reactively.”
💡 Harpy tip. Write your next order date on the calendar the moment the container ships. If it feels too far away, check your lead times — the distance usually means someone is still assuming the supplier is faster than they are.

How Harpy Media helps

Forward inventory planning — rolling projections, honest lead times, order calendars — is a standing workstream on our accounts, because timing decisions are free and their absence is expensive.

FLOW FAQ

What is FLOW?

Forward-Looking Order Workflow — planning purchases against projected demand and lead times rather than reacting to low stock; proactive instead of reactive supply planning.

How is it different from just forecasting?

Forecasting predicts demand; FLOW converts it into a dated purchase calendar with triggers — it’s the operating rhythm built on the forecast.

What’s the fastest way to start?

A rolling 12-week projection per SKU, real lead times documented, and order dates planned backwards. Spreadsheets suffice; the discipline is the point.

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