Softserve Business Systems

Retail AI Image Recognition (IR) is expected to grow by around 23.4% annually through 2037, making the market increasingly crowded with solutions for FMCG companies. At first glance, many of them may seem impressive—especially if you’re unfamiliar with the technology or what realistic expectations for retail execution with image recognition should look like.

However, once you understand the fundamentals and the logic behind these systems, the landscape becomes much clearer. You’ll be able to separate flashy demo-driven tools from solutions genuinely designed to solve real execution challenges in stores.

In this guide for retail leaders and brands, we’ll cover:

• how retail Image Recognition works behind the scenes
• what capabilities a modern IR solution should offer
• the key business benefits
• best practices for successful implementation

Why Understanding Image Recognition Matters for Retail Execution

Not all Image Recognition providers deliver real value. Some rely on outdated manual processes disguised as automation, others overpromise through marketing, and only a few truly address the core challenges of retail execution.

That’s why it’s critical for retail leaders and manufacturers to understand how the technology actually works before choosing a solution.