From .NET to AI: How Enterprises Can Integrate Machine Learning Without Rebuilding Their Systems

AI Integration for .NET Enterprises For many enterprises built on .NET, adopting artificial intelligence feels like starting over. Re-architecting production systems or retraining whole teams seems expensive and risky. The truth is different: modern .NET already supports full AI integration without rewriting your core. Frameworks such as ML.NET and Azure Machine Learning allow seamless deployment of predictive models, anomaly detection, and recommendation engines directly inside existing C# code. Even external LLMs like GPT or Claude can be consumed through secure REST APIs, wrapped in your business logic. At Smaltsoft, we extend this idea further with smalt core, which connects custom or fine-tuned models to your current .NET/Azure or on-prem infrastructure. The Model Context Protocol (MCP) ensures models stay portable, compliant, and easy to update. The result is a stable enterprise stack enhanced by AI—not replaced by it. Integration takes weeks, not months, and your developers remain productive in their native environment. In short: AI in .NET is not a rebuild. It’s an upgrade. → Contact us to explore AI integration for your existing systems.