Kumo

Enterprise data governance should move beyond chatbots, with relational and time-series foundation models delivering breakthroughs—KumoRFM-2 outperforms baselines and general foundation models with minimal labeling—while high-stakes domains require cautious validation and governance.

Enterprise AI is shifting from chatbots to structured data models; new tools like KumoRFM-2 predict directly over multi-table databases without preprocessing.

Jure Leskovec introduces Kumo's Relational Foundation Model (RFM2), which processes multi-table data via graph structures to enable zero-shot inference on enterprise databases, deployed at companies like Reddit.