Cohere VP: Enterprise AI Sovereignty Requires Full Stack Control
Agent strategies unveiled at VB Transform 2026 are reshaping business landscapes.
1What is AI Sovereignty?
Cohere's VP of Product Engineering Rachad Alao emphasized at VB Transform 2026 that AI sovereignty goes beyond downloading open models or running applications behind corporate firewalls. He highlighted complete data and AI control as critical for organizations managing mission-critical systems like banks, hospitals, and government agencies.
2Full Stack Control Imperative
Alao explained true AI sovereignty requires control over the entire stack - from GPUs and private cloud infrastructure to governance systems routing requests between models, connectors, search tools, and agent frameworks operating on enterprise data. This approach ensures organizations run AI operations in jurisdictions they understand or directly control.
3Token Economics vs Agent Workloads
Responding to economic arguments for smaller local models, Alao noted that while token prices may fall, total consumption grows even faster. As enterprises transition from simple chatbots to reasoning agents that call tools and take multiple steps, token utilization increases exponentially due to more complex agentic workflows.
4Right Model for the Right Task
Alao advocated routing tasks based on required intelligence and regulatory sensitivity rather than defaulting to largest models. He cited a Canadian bank using Cohere's on-prem models for regulated workloads while routing less sensitive, intelligence-heavy tasks to frontier models via Cohere's North platform, demonstrating smart model routing.
5Balancing Open and Proprietary Models
When asked about Cohere's open-source North Mini Code competing with proprietary coding models, Alao acknowledged frontier models may outperform on hardest tasks but stressed this doesn't justify indiscriminate use. For 80% of use cases, their compact model proves significantly more cost-effective for developers.
6Multimodal Search in Agent Workflows
Alao revealed Cohere's search capabilities now extend beyond text retrieval to multimodal search across documents and images, becoming integral to agent workflows. Models now autonomously decide when and how to use retrieval like any other tool, representing the state of the art in enterprise AI systems.
Original article: VentureBeat — Cohere VP: Kurumsal AI Egemenliği İçin Tüm Yığın Kontrolü Şart