I didn't get why having the Compiler-as-a-Service is a good thing?

The only things I've seen are a REPL (Anders's PDC demo) and tools for the IDE.

What use will it serve in "normal" applications?

I define normal as standard business applications.

"Will it make Office run any faster?"