Contrary to appearances, work on an AI project does not begin when the developer sits down in front of the computer, but already at the stage of data collection. This collection of information is the foundation of a specific tool, so proper execution of this process is crucial for the success of the project. Knowing the pitfalls lurking on this road, we believe that this is the right time to start working with companies such as Numlabs.