AI Afterhours

Manufacturing teams don’t struggle with planning because they lack data. They struggle because the moment the plan meets the real world, something always moves. Season 1 of AI Afterhours, Signals & Noise, is about how organizations cut through noise, find the signals that matter, and turn them into better decisions. Episode 5: Optimizing Production & Inventory closes out the manufacturing arc, wit...

Manufacturing has not been slow to adopt AI because the industry is behind. On the shop floor, the cost of getting it wrong shows up before anyone can catch it. Season 1 of AI Afterhours, Signals & Noise , is about how organizations cut through noise, find the signals that matter, and turn them into better decisions. In Episode 4, Manufacturing with Dovient , I sat down with Shashank from Dovient...

Most retailers have a forecasting problem they have been solving the same way since 2010. The data has changed. The signals have multiplied. The planning systems have not caught up. Somewhere underneath the dashboards and the spreadsheets, a 2026 business is still running on 2010 logic. Season 1 of AI Afterhours, Signals & Noise , is about how organizations cut through noise, find the signals that...

Retail margin does not disappear in one big event. Too many pricing misses. Too many promos built on gut. Too many inventory gaps. Too many decisions made too late. Season 1 of AI Afterhours, Signals & Noise , is about how organizations cut through noise, find the signals that matter, and turn them into better decisions. In Episode 2, Margin Protection at Scale , I sat down with Bob, Harsha, and V...

Retail planning is still broken in a very familiar way. Too much historical logic. Not enough live signal. Too much cluster thinking. Not enough operating truth. Season 1 of AI Afterhours, Signals & Noise, is about how organizations cut through noise, find the signals that matter, and turn them into better decisions. In Episode 1, Retail & CPG, I sat down with Bob, Harsha, and Varun to break down...

A preview of Episode 1 of AI Afterhours featuring Bob Ntuaremba Leyo on why stores are not interchangeable. The same cluster on paper does not mean the same demand in reality. This clip gets into why local signals, hyper-localization, and operating truth matter if you want better planning, fewer stockouts, and less margin bleed. This is a public episode. If you would like to discuss this with othe...