AI Afterhours

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 matter, and turn them into better decisions. In Episode 3, Demand Forecasting in Retail, I sat down with Bob and Varun for the final episode in our three-part retail arc. Harsha was out sick this week. Get well soon, Harsha.Bob opened with the frame that carried the whole conversation. The signal-to-noise ratio has flipped. Historical data used to get planners most of the way there. Now it is barely a starting point. He walked us through shifting planners from curation to exception management, and turning the planning team from a cost center into a value driver. Varun took it higher. When the underlying systems do not talk, the planning room becomes a war room where every team is defending a different number. When the data underneath is broken, the AI on top is just polished chaos. Bob’s parting shot is the one to take with you. Stop trying to automate chaos. Fix the chaos first.Next week we pivot to the factory floor with Episode 4, Manufacturing with Dovient. Different pressures. Same core question.Bob, thank you. The bar you set is going to be hard to top.Thank you for tuning in! See you next episode. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit seanpatfleming.substack.com

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 Varun to get past the theory and into what actually protects margin across a retail network.Bob broke down where margin erosion really starts and which operational levers matter most. Not one big leak. A hundred small ones that compound across the network. Harsha brought the technical side. What has to be true in the data, the systems, and the decisioning layer to spot margin risk early enough to do something about it. Varun closed it at the executive level. The retailers that protect margin well are not the ones making better decisions. They are the ones making them earlier.Next week we stay in retail one more time with Episode 3, Demand Forecasting in Retail. Same category. One layer upstream. Because if the forecast is wrong, everything downstream is bleeding.Thank you for tuning in! See you next week. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit seanpatfleming.substack.com

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 why stockouts, overstocks, and missed margin are usually not isolated failures.They are the downstream consequence of weak signals, slow planning cycles, and planning systems that still assume stores behave the same when they do not. Bob made that real from the operator side. Harsha explained why forecast quality depends on better signals, simulation, and planner knowledge that usually never makes it into the system. Varun brought it back to the business. If you are still planning backward, you are probably bleeding margin forward.Next week we get more specific with Episode 2, Margin Protection at Scale. Same category. Same pressure. Closer to the money.Thank you for tuning in! See you next week. This is a public episode. If you would like to discuss this with other subscribers or get access to bonus episodes, visit seanpatfleming.substack.com

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 other subscribers or get access to bonus episodes, visit seanpatfleming.substack.com