first be sure they are not being used, so remove in a non-prod environment first and test thoroughly.

Avoid removing non-clustered indexes defined as unique. They may not show up as having being used to satisfy queries, but they may be being used instead to enforce a unique constraint.

I presume you are not removing any clustered indexes?