We interviewed a number of COOs and Directors of Operations, and we documented what they feel are the best use cases for AI in supply chain and CPG operations.

3PL vs 4PL explained for CPG brands. Compare cost, control, and retailer compliance to pick the right logistics model for your stage.

Out-of-stocks cost retailers roughly $1.2 trillion a year globally, according to IHL Group's 2025 inventory research. For a growing brand, the sting can be painful. A stockout can cost you a retail slot, tank your Amazon ranking right when you've built momentum, or teach a buyer that you can't be trusted with more doors.

You raised your round, landed the retail doors, and the revenue chart finally points the right way. On paper, this is the part you worked toward. In practice, it's the stretch where a lot of good brands quietly get into trouble, because growth and cash don't move on the same schedule.

A fractional COO is a senior operations executive who works with you part-time on an ongoing basis, usually 10 to 25 hours a week. It isn't a one-off project and it isn't a temp filling a seat. This is someone who joins your leadership team, owns the operational side of the house, and stays long enough to actually fix things…

When a growing brand first starts shipping to retail, almost all the attention goes to the case. How does it look on shelf? How does it feel in a consumer's hand? That focus makes sense, and it matters. But when it's time to actually build the pallet, the instruction to the co-packer or warehouse is usually some version of “just stack as many as you can so it doesn't topple over.”

A lot of the cash crunches that send founders back to the cap table aren't equity problems at all. They're working capital problems wearing an equity costume. Solving a working capital problem by selling more of your company is one of the most expensive habits in any industry…

Getting the yes feels like the finish line. You pitched a buyer, you sweated the follow-up, and one morning the email lands. You're in! Then the purchase order shows up, and the number on it has a way of changing the mood in the room….

This typically CPG cash flow cycle catches founders off guard. Every single time. It's not a sign that you're doing something wrong. It's just how the math works. The faster you understand it, the better your odds of staying out of a real crisis.

Knowing when to move on from a co-man is one of the harder operational decisions a founder makes. The signs are usually visible well before the crisis hits, but they're easy to rationalize away. This piece is about what those signs actually look like, what you risk by ignoring them, and what a realistic exit actually requires.