What I like best about Visualfabriq is how it brings the entire commercial cycle: forecasting, S&OP, trade promotion, pricing, and revenue growth management, onto one platform instead of forcing CPG teams to stitch together separate tools. The Dynamic Query Engine stands out too, since it lets huge data volumes turn into fast, usable answers rather than reports people wait on. I also appreciate that the ML forecasting isn't just a bolt-on: it actually sharpens baselines and promotion planning where it matters most. And Assistant Mike is a nice touch, giving teams CPG-specific AI agents (or the ability to build their own) rather than a generic chatbot layered on top. Altogether, it feels like a platform built with real CPG workflows in mind, not a generic BI tool repurposed for the industry. Review collected by and hosted on G2.com.

If I had to name something, it's that a platform this comprehensive; spanning forecasting, TPM, RGM, and pricing can come with a steeper learning curve for new users compared to point solutions that only do one thing. The depth of the DQE and ML forecasting also means getting full value takes some ramp-up time and data readiness on the customer's side. Still, that's a fairly normal tradeoff for a platform built to handle this much complexity, and overall I still think Visualfabriq is one of the strongest players in the CPG commercial planning space. Review collected by and hosted on G2.com.