Based on my experience, delays in new software products are often attributed to overcomplicated development methods. While most agencies may require six to twelve months to complete a project of this scale, I had just over three months. Given the timeline, I had to rely heavily on third-party services, which led to integration nightmares. During the pilot, tracking the source of errors became difficult, particularly if the problem stemmed from a third-party software quirk that required custom code to compensate. For future projects of this size, I would recommend testing a few features at a time to identify any weak points in the software.