How do you evaluate authentication and single sign-on system for your apps?

Founders or tech leaders of software companies with experience building a product: - What advice do you have for software entrepreneurs when evaluating an authentication and/or single sign-on provider? - Do you look for a SaaS solution or build it in-house within your development team?