Image Recognition (IR) has transformed how CPG brands capture in-store insights—but even the smartest tech is only as good as the data behind it. In this blog, Fraser Neil, VP of Sales CPG at Trax, explains why poor data quality still quietly sabotages performance, erodes trust with field teams, and prevents AI from delivering on its promise. Clean, consistent reference data isn’t a bonus—it’s the fuel that powers your entire IR engine.