Tests save you time. They have a negative cost.
Just as code falls on a spectrum between clean and completely unmaintainable, so do tests.
I can't say it saves any time, and it certainly does not have a negative cost.
[1] There are no unit tests, as there are no real "units" to test. It's a legacy code base of C and C++, using a proprietary library that no one left in the company has much experience with. Said proprietary library is considered "legacy" by the company that owns it. I've seen the code. No wonder they consider it "legacy" (it started life in the mid-80s and god does it show).