Elixir is probably not the first choice for single core software: math calculus, CPU-intensive apps or desktop applications. Since it's very high level, systems programming is also out of the picture.
Elixir is great for web applications, standalone or using the Phoenix framework —Elixir's Rails—. It really shines for building highly scalable, fault-tolerant network applications, like chats, telecommunications or generic web services.