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The Trial Balance is CFO.com’s weekly preview of stories, stats and events to help you prepare.

Part 1: Mostly Metrics releases new report highlighting CFO perspectives

A recently released qualitative survey aims to shine a light on financial operations at different types of capital-intensive companies.

Finance media company Mostly Media recently published a new report, Finance in the Real World, which features excerpts from conversations with the CFOs of Rivian, CoreWeave, Fanatics, Shield AI, Locus Robotics, Eight Sleep and Minted, along with former finance chiefs at Spirit Airlines and The North Face.

The report looks at what CFOs across different industries do to maximize the value of their finance teams. Here are some of the most notable takeaways from the finance leaders featured.

1. The North Face: Finance sometimes has to bet on the weather

Imagine committing to a million winter jackets without knowing whether it’s actually going to be cold. That’s the type of bet former North Face CFO Angela Chen, who held the role from 2005 to 2016, faced while overseeing finance at the outdoor apparel company.

“I’m going to buy a million units of that puffy jacket without knowing what the winter is going to be,” Chen said. “That’s very nerve-wracking.”

The decision had to be made well in advance. The North Face’s product cycle stretched roughly 18 months, meaning a forecast made more than a year earlier could eventually determine whether those jackets sold at full price or ended up on clearance. The report reiterates the importance of productive working capital and strong banking relationships in seasonal businesses like The North Face.

2. Locus Robotics: Inventory is cash

“Inventory is cash sitting on the shelf,” Locus Robotics CFO Dustin Pederson said.

For a warehouse robotics company, the description is fairly literal. Locus’ robots generate revenue once they’re deployed inside customer facilities and are actively working. A robot waiting in a warehouse to ship or be repaired represents capital the company has already spent without the corresponding revenue.

That makes inventory something Pederson keeps close to. Each week, he joins a forecasting call that runs through demand, inventory on hand, the company’s build plan, what’s expected to go out the door and other operational tasks related to procurement and product delivery.

3. Rivian: Finding the right level of capacity

Working capital and inventory management have been a pain point for the auto industry for years. Rivian CFO Claire Rauh McDonough said more production capacity may appear beneficial on the surface but isn’t necessarily better from a financial perspective.

A mass-market vehicle line generally needs an annual volume of about 200,000 to 300,000 units, according to McDonough. Drop below 150,000 and much of the value of the investment can disappear. Push well beyond 300,000 and returns begin to thin.

Rivian faced that calculation with R2. The EV maker opted to launch the vehicle from its existing Illinois facility rather than wait for its planned Georgia plant, a decision that pushed roughly $2.25 billion in capital spending further into the future.

4. CoreWeave: Writing the finance playbook as you go

CoreWeave’s accounting team has its CFO encouraging them to be on the frontline of AI use in finance. CFO Nitin Agarwal made clear that he isn’t always able to look elsewhere for an example of how something should be done. “We’re forming precedents, not following them,” he said of the financial structures being developed around the AI infrastructure company’s contracts.

Overcoming CoreWeave’s main challenges will take more than improving the company’s internal accounting functions. Agarwal said educating Wall Street about how the business works remains “a work in progress.” That means part of the finance team’s job is establishing the metrics and financial framework, and then it’s his job getting investors to understand them.

5. Fanatics: Forecast what you actually know



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