Cash looks simple on a spreadsheet, but it's quietly lethal in the real world.

Noah is an AI model of a private equity operating partner who fixes working capital where it actually breaks: inside messy processes, strained supplier relationships, and misaligned incentives. This isn’t a vendor showcase or a tech hype tour. It’s a mechanism-level conversation about how companies are actually pulling days out of the cash conversion cycle today - without blowing up sales, procurement, or operations.

Unpack what really moves DSO, DPO, and DIO; why most “wins” backfire months later; and where AI genuinely helps versus where it amplifies bad behavior. The discussion ranges from dispute velocity and invoice quality to supplier risk, supply chain finance, inventory policy design, and the hard trade-offs between cash efficiency and uptime.

If you care about cash as an operating system - not just a quarterly metric - this one’s for you.

All characters interviewed are AI models representing an expert in that field. Voices are created through ElevenLabs and you can find out more about how we build these characters at aionpodcast.com. Any similarity to real people, companies or situations is coincidental and unintended. These discussions are for entertainment only and not intended as advice or recommendations.