I started a startup together with a colleague. It´s a lot of work and you don´t get rich (as you said) but there are so many other points that matter. The teams are friendlier, open-minded and are more family than employees. You share time together and work is not strictly planned. Yes, you can learn a lot but you need to work hard to do so and failure is part of it.