Personalisation is an easy word to put in a sales presentation and a difficult capability to prove. These twelve tests help ecommerce directors establish what a system really decides, how independently it operates and whether it creates measurable additional revenue.
Attributed revenue tells you which marketing activity was present before a sale. Incrementality answers the harder commercial question: how much revenue would disappear if that activity had never happened?
There is an extraordinary amount of intelligence hidden in the ordinary behaviour of an ecommerce customer. The problem is not that retailers cannot see it.
An expert analysis of Getting Products Noticed in the AI Slop Era for ecommerce customer behaviour, product relevance and measurable revenue growth.
Ecommerce automation is the fundamental dividing line between a scalable architecture and a mathematical tragedy. In a £3 million FMCG brand, manual intervention is often misidentified
An expert analysis of Data Maturity The Mechanics of ecommerce and for ecommerce customer behaviour, product relevance and measurable revenue growth.
In the high-SKU enterprise retail sector, the disconnect between inventory availability and consumer intent is the primary cause of lost margin. Traditional e-commerce models function
The Case for Autonomous Individualisation in High-SKU Retail In the high-SKU ecommerce landscape of 2026, the greatest threat to net margin isn’t competition—it is Technical Friction. Traditional “marketing
Marketing Stack Audit Proven to Stop 20% Ecommerce Turnover Leak To protect your gross margin, you must audit your marketing stack for the diminishing returns of the
The global ecommerce landscape has reached a point of systemic failure. For the enterprise managing £1.5M – £500M in turnover, the current model—built on manual “Flows,” agency
1. The Structural Failure of Legacy Automated Flows Traditional automated flows are fundamentally Reactive. They require a customer to perform an explicit, binary action—a click, a
In the high-SKU ecommerce, retailers are haunted by a mathematical inefficiency: the Power Law of Inventory. Typically, 80% of revenue is generated by just 20% of
The Great Marketing Mirage For two decades, ecommerce and ecommerce directors have been sold a lie: that “Segmentation” is the pinnacle of customer relevance. We were told that if
Introduction: The Death of the “Average” Customer In the world of independent fashion and footwear, the “average” customer is a myth—a statistical ghost that doesn’t
Hyper-personalisation is when a brand or product doesn’t just treat you like “a segment” (like, female 25 to 34 in London who likes fitness). It
In the modern e-commerce stack, “Triggered Solution Marketing” (Klaviyo-style flows) and “Segmentation” (defining rules) have long been hailed as the gold standard. They were the
If your entire 2026 ecommerce strategy relies on a customer clicking a link and visiting your beautiful, responsive website, your business is already a zombie.
An expert analysis of The Measurement Problem for ecommerce customer behaviour, product relevance and measurable revenue growth.
