It's an alternative to ember, angular, knockout, backbone, and all those other client side MVC frameworks.
Its main advantage is that it should be very familiar to a Rails developer. The APIs are very close to what you'd find in Rails, so it should be quick to get into it. Shopify, which is built in RoR, now is completely client-side powered by Batman.js. The project was extracted from that.