AI vs. Our Statistical Forecasting Engine: What We Learned After a Year of Testing

As AI adoption accelerated across retail, our team began exploring how advanced AI models could support demand forecasting. More than a year ago, we started developing an AI-based forecasting module with the goal of helping retail teams plan demand faster and more accurately. Early testing, however, revealed an important challenge. We ran multiple forecasting experiments…
The True Cost of a Stockout: How to Calculate What You’re Actually Losing

Running out of stock feels bad. But most retailers dramatically underestimate just how bad it actually is because the full cost of a stockout goes well beyond the sales you didn’t make today. If you’ve ever thought “it’s fine, we’ll just restock next week,” this post is for you. We’ll put real numbers to what…
Seasonal Planning for Shopify Stores: How to Nail Q4 Without Over-Buying

For most Shopify merchants, Q4 is the most important stretch of the year. With Black Friday, Cyber Monday, and the holiday gifting rush done right, the last quarter can account for 30–40% of annual revenue. Done wrong, it leaves you with one of two problems: either you run out of your bestsellers in early December…
Why Demand Planning Is the Secret Weapon Your Shopify Store Is Missing?

Running a Shopify store is exciting, until you’re staring at a warehouse full of products nobody’s buying, or worse, turning away customers because you ran out of your bestseller three weeks before the holidays. Sound familiar? If so, you’re not alone. Inventory headaches are one of the most common (and costly) problems for small and…