This blog evaluates five leading retail vision AI systems: SAI One, Everseen, Trigo, Veesion, and SeeChange, against four buyer priorities for computer vision in retail stores. Each of these buyer priorities is assigned a certain weighting on a scale of 100 as the basis for the evaluation. * Breadth of coverage
Connie and I have been out kicking through the leaves this weekend. As another year marches towards its close, I wanted to share something we've been thinking about and debating for a long time. We could have built SAI Revisit in months, but we took years. This is
Retail crime is a daily operational challenge involving theft, repeat offenders, scattered CCTV footage, incomplete reports, and pressure to share clear information quickly. For want of better integrated systems, the store staff end up carrying out a series of manual reporting involving spreadsheets, emails, and disconnected evidence folders. This can
Loss is now a margin, safety and operating-model issue that is discussed at the board level. Yet, most retail stores still depend on CCTV footage that is only watched after the damage is done. They need to identify the right platform which can create measurable value across a chain
Shrinkage at the forecourt Fuel and convenience stores sit at the intersection of fuel retail, quick-service food, tobacco, alcohol, lottery, parcel activity, and high-frequency impulse shopping. While this makes them commercially powerful, they are also highly exposed to shrinkage. For these stores, loss does not come from one
UK shoppers expect fast, convenient, and predictable in-store journeys. As a result, when they find a checkout line that appears too long or disorganized, many customers abandon their basket, delay the purchase, or decide to choose a competitor. For retailers already managing rising labour costs, fluctuating footfall, and growing
What Is an Organised Retail Crime (ORC) Alert System? Understanding Organised Retail Crime Organized Retail Crime (ORC) is a coordinated threat posed by groups that steal large volumes of merchandise, move it through resale channels, and operate across regions and stores. For retail chains, ORC is not just a loss-
Introduction One of the most common causes of customer dissatisfaction in physical retail stores is long lines at the checkout. Uneven customer distribution at the checkouts often leads to congestion in some lanes while others remain underutilized. Checkout lane congestion can occur due to a variety of reasons including: * Customers
Retailers introduced self-checkouts to reduce queues, and to improve convenience and operational efficiency. However, self-checkouts also introduced new risks in the form of missed scans, barcode switching, mislabeling, intentional non-scans, payment errors, and walkouts. Such risks can quickly turn a high-efficiency front end into a major
SAI Group, the leading AI intelligence solution for stores, has selected Flagship, the specialist comms agency that delivers pioneering PR for retail tech businesses, to power its UK PR, scaling brand awareness to support its growth trajectory. The SAI One platform is built on a patented Visual Language Model (VLM)
We have noticed an interesting pattern across retail chains trying to adopt AI. The CIO or AP team decides AI is coming, and the first move is to refresh the camera fleet across the chain to ensure that the infrastructure is "ready." New cameras, new cabling in some
A practical framework for evaluating AI vendors, avoiding common failure modes, and building toward real operational value.