Best practices

Introduction – The AI Sprawl in the Enterprise Artificial Intelligence has undeniably become ubiquitous. Whether it is SaaS providers enhancing their solutions with AI functionalities, internal IT departments expanding customer-facing software with AI, innovation initiatives developing rapid prototypes, or the deployment of third-party software. They all share a common requirement. They need access to foundation AI models (e.g., OpenAI, Claude, DeepSeek) and specialized AI models (e.g., OpenAI Codex), driven by the strict necessity that data processing, costs, and provisioning must remain entirely under the control of the consuming company. As a result, a true “Bring Your Own Key” (BYOK) paradigm… Read more: Building a centralized AI Model Hosting Platform

What Are AI Agents AI agents are the new generation of automation robots, built on top of large language models. They use base models (knowledge frozen to a date) combined with grounding capabilities such as web search or Model Context Protocol (MCP), which provides structured access to enterprise systems and data to gather information and execute tasks. Through reasoning, those AI agents plan and sequence their actions like a human. All major vendors nowadays include AI agent capabilities inside their products promising ease of use and automation of mundane everyday tasks. The barrier for deploying agents is super low and… Read more: AI Agents Everywhere and No One in Control