Publications

By late 2025, vertical AI models—hyper-specialised, efficient, and data-driven—are eclipsing general-purpose LLMs as the new moat for enterprise AI, delivering superhuman accuracy in narrow domains at a fraction of the cost.

by Didier Vila, PhD – Founder and MD of Alpha Matica. The foundational shift in the AI economy has already happened: raw intelligence is commoditising fast. Frontier labs are releasing models that are “good enough” for most tasks, open-source alternatives are catching up within months, and inference prices are collapsing.[1] For any company that wants to build a durable AI business (or defend an existing one from the “LLM tsunami”), the battleground has permanently shifted up