Blog - Real-Life Projects

Testing an LLM chatbot inside an MCP-based system differs from testing classical software. Traditional systems are deterministic: the same input produces the same output. In a typical REST API, a request either returns the expected JSON payload or it does not. Assertions are straightforward.

Once the most difficult step of the Umbraco 13 to 14 upgrade was completed, the remaining migration path, upgrading Umbraco 14 to 15, then to 16, and finally to Umbraco 17 turned out to be significantly smoother.  The main focus of this article is the Umbraco 14 to 16 upgrade, covering API changes, authentication updates, […]

Umbraco CMS is a widely used and rapidly evolving .NET-based content management system. At SaM Solutions, we also rely on Umbraco for our internal corporate portal. However, the platform’s fast pace of development has a downside: new versions frequently introduce breaking changes, and upgrades are not always seamless.

Finding potential clients for software development services is rarely a straightforward task. In practice, it often means manually monitoring chats, forums, and social networks, identifying promising conversations, and then reaching out to people one by one with similar introductory messages. This process is time-consuming, repetitive, and difficult to scale.

Modern websites don’t suffer from a lack of information — on the contrary, they often suffer from information overload. Blogs, news, service pages, event announcements, case studies… everything is useful, everything is scaling, and everything is scattered across navigation paths that make little sense to a visitor who just wants one specific answer.

In today’s multilingual work environments, fast and reliable localization is essential. At SaM Solutions, we recently tackled the challenge of translating a large volume of internal content into English by deploying an AI-driven solution. This case study details how our team leveraged a locally hosted large language model (LLM) to automate translation directly within our […]

Managing risks across multiple international branches while staying compliant with internal security policies is no easy task. That was exactly the challenge our client, a global enterprise with operations spanning several continents, was facing. They needed a centralized Risk Management System that could tie together their security framework, user access rules, and workflow automation across […]