SingleStore Blog

Enterprise AI Needs Specialized Models, Not One Giant LLMThat is why I do not think enterprise AI will ultimately be organized around a single omnipotent model sitting on top of a giant centralized data platform. It will look much more like a network of specialized small language models and agents, each designed for a particular domain and worki...

Across the advertising landscape, model-driven capabilities are launching simultaneously. Features like real-time bid optimization and autonomous agents that manage budgets are what industry leaders are investing in. Beneath these announcements lies a critical, often overlooked dependency: the decisions these AI models are making is dependent on...

A reporting dashboard is the central real-time analytics product for advertisers across the digital advertising ecosystem. It acts as the  main control hub they interact with daily. In most stacks, the underlying architecture supporting it is designed for a different audience entirely: a dozen internal analysts running heavy queries occasionally...

While most enterprise AI initiatives successfully pass the pilot phase, they frequently stall when transitioning to production. A compelling demo where a plain-English inquiry yields an impressive response can easily win over a room. However, production environments demand consistent accuracy, auditable explanations, and predictable costs. When ...

Edward brings an unusual combination of technical depth, product leadership and commercial experience. He has spent his career helping companies navigate major platform shifts, from virtualization and cloud infrastructure to AI-powered applications. He understands how to turn ambitious technical capabilities into coherent products, align enginee...