It's happening again. Different departments within organizations deploy different chatbots and other agents to solve different tasks. This problem has happened before, and we know where it goes. When databases started to scale in the 1990s, each department acquired its own database, specific to its needs. Now, a few decades later, organizations have a tangled web of databases resulting in integration problems that are still searching for solutions. With a built-from-Gen-AI solution, organizations no longer need to deploy multiple solutions. Doing so would only repeat past mistakes and miss out on significant opportunities for synergies across the organization. Instead, built-from-Gen-AI allows you to reorganize your tech stack with a unified UI layer that enhances everything below it. You don't need to change data repositories or middleware, and you can innovate without waiting for updates to your legacy systems.