Maciej Lukianski

Your marketing team just published an important policy update. Two hours later, a user asks your AI chatbot about the new policy, and it confidently explains the old version—completely unaware that anything changed. The user, confused by the discrepancy with what they read on the website, opens a support ticket asking why the chatbot is "broken." Your team explains that the chatbot needs manual re-indexing, which happens nightly. The user's trust in your AI system drops significantly.

You're starting a new RAG project and face a decision that will shape your next 6-12 months: use a framework like LangChain, or build directly with the OpenAI API? The internet offers conflicting advice. X’s threads call LangChain "overkill" and "too much abstraction." Blog posts praise its mature patterns and ecosystem. Your team splits between "let's move fast with the framework" and "we should control our own code."

It starts like this: a user types, “How do I reset my password?” and waits… 25 seconds… 30 seconds… before giving up and emailing support. Behind the scenes, your AI chatbot does have the right answer — but it’s too slow, too costly, and users are walking away. The latest API bill? $5,000, mostly for answering the same dozen questions again and again.

Your AI chatbot may respond quickly, but are its answers correct? Many organizations implementing RAG (Retrieval-Augmented Generation) chatbots discover a frustrating truth: semantic similarity doesn't equal relevance. For example, a user may ask about "implementing zero-trust security architecture in hybrid cloud environments," and the system confidently returns articles about "cloud security," but they discuss basic firewall rules instead of zero-trust principles.

Drupal is an excellent tool for building intranet networks. The Drupal core already provides many essential intranet features, while its real strength lies in the contributed modules developed by the community. These extensions allow companies to add advanced functionality at minimal cost. In this article, we will present 16 of the best contributed modules that will transform your Drupal intranet into a professional communication and collaboration center.

An intranet is a proven way to improve internal communication and knowledge management within a company, and has been used by organizations almost since the beginning of the Internet. Despite this, many companies still do not have such a system, and as a result face information chaos, duplication of work and lack of a single source of knowledge. If your company also faces these problems, read on to learn about the key benefits of implementing a modern and customized intranet.

Implementing an intranet software is a big improvement for a company - provided the project is well planned. In practice, many organizations face similar problems that slow down the work or reduce the efficiency of the system. In this article, we show 12 of the most common difficulties that arise when designing and launching a company intranet. For each of them we offer proven solutions, based on our experience.

Managing many products on a website can be difficult and time-consuming, especially when data changes frequently, and business partners need quick access to up-to-date information. Drupal offers solutions that significantly simplify these processes. In the following blog post, I’ll show how to prepare a convenient admin panel in this system for editing multiple products simultaneously. I encourage you to read the article or watch an episode of the “Nowoczesny Drupal” series.

Drupal is a complex framework, but it delivers exceptional results, making your investment worthwhile. To fully leverage its potential, it's crucial to follow correct architecture and coding standards, ensuring the project’s long-term success. Working with a knowledgeable partner can get you a long way compared to the situation you’d be in if you started with someone without Drupal experience.

Who can add, edit, and delete content on your website? How do you make the "price" field accessible to distributors rather than regular users? In this blog post, I'll explain in detail how roles and permissions work in Drupal, what capabilities they offer, and how you can customize them for your website. I invite you to read the article or watch an episode of the “Nowoczesny Drupal” series.