Spinit is an IT consulting firm that has been assisting clients with digital systems since 1996. Initially, we focused on various types of websites, but for several years, we have concentrated on developing tailored web systems for clients whose data cannot be accommodated by standard solutions. We create numerous administrative and order management systems, GDPR portals, and other back-office tools designed to enhance the work experience of our clients' employees. Our projects are typically long-term; we collaborate with in-house developers at our office and maintain the solutions over an extended period. Some of our team members have been with us for two decades, and we frequently receive requests to upgrade outdated databases and systems to modern technologies. Additionally, we have initiated several projects with clients involving AI/ML and training language models using internal data (similar to ChatGPT).