AI Product Recognition: 5 Essential Steps Before Starting a Pilot

According to Gartner, Computer Vision reached the Plateau of Productivity in 2024. In the FMCG sector, AI product recognition has already become the standard for many leading companies, yet a significant number of businesses are still only evaluating its potential. The core objectives remain the same: streamlining data collection, boosting efficiency, and improving shelf monitoring within retail environments.

Instead of scaling up right away, most organizations begin with a pilot project. To support this crucial first step, we’ve compiled a set of best practices. This guide provides actionable recommendations and key insights to help ensure a smooth and effective adoption of AI product recognition in your company.

But before even getting to Step 1, there is an often-overlooked — yet critical — Step 0: laying the groundwork for success.