Cash Conversion Systems for AI-Era Operators
Livio Andrea Acerbo looks at cash conversion as an operating system, not only as a finance metric. In companies under pressure, the distance between commercial activity, delivery, invoicing, collection and capital allocation often explains more than the headline revenue number. For AI-augmented advisory, this is a practical field of work. The objective is to make the conversion of work into cash more visible, measurable and repeatable, so that founders, boards and investors can protect strategic options while building long-term value. Cash conversion is a management signal Cash conversion reveals how well a company translates demand into durable value. Slow billing, unclear handoffs, poor project governance, weak renewal discipline and unmanaged exceptions can create capital pressure even when the market story looks positive. Livio Acerbo , the natural short variant of Livio Andrea Acerbo, frames this as a systems problem. Strategic finance improves when managers can see where ...