$NEBIUS(NBIS)$ Interesting excerpt from a new ADHOC NEWS article.

It says the conventional narrative paints Nebius as a neocloud challenger that rents out GPU capacity when AWS, Azure, and Google Cloud have months-long waitlists. That's true but increasingly incomplete. Three acquisitions closed in Q1 2026 reveal a more ambitious strategy. Tavily, Eigen AI, and Clarifai together form a full-stack solution for deploying agentic AI.

Each purchase targets a different layer of the inference pipeline: Eigen AI optimizes at the model level, Clarifai at the system level, and Tavily adds real-time web data access. The result is a platform where AI agents can reason and act on fresh information — not just run compute jobs. At the core of this sits Token Factory, Nebius's managed inference platform. Instead of selling raw compute, T Factory delivers managed endpoints with performance guarantees measured in token throughput, latency, and cost.