- You use in contrast when you want to stress the difference between two things.
- January was beautiful. In contrast, February was cold and wet.
With on the contrary, both sentences make similar claims about the same subject. The sentence before on the contrary is negative and the sentence with on the contrary is positive, (e.g., X is not short. On the contrary, it is tall.).