Develop internally or buy third party? Why getting it right matters

How much does it matter than systems are uniquely tailored to your business case? Are you sure you can fully explain the AI models you are using, and do you even need to? There are clear pros and cons for both developing models internally and buying third party but whichever route you choose, have you considered the risks and if so, how are you mitigating them?