Most machine learning buying decisions today rely on demos, vendor narratives, and analyst perspectives. To ground this in real-world experience, we analyzed 500 verified user reviews from teams that have implemented and operated ML software over time. This approach reveals where ML delivers value, where it falls short, and how it impacts measurable business outcomes. Here’s what the data shows.
