Even the best tool can’t fully solve it if the workflow/process isn’t clear on the team side. I guess the real value of unified tools is that they reduce the friction and make it easier to keep things consistent, but they don’t replace good discipline around API ownership and updates. Have you seen any team setup that actually handles both well in practice?

Most companies are still adding AI features rather than building truly AI-native products where AI is the core workflow, not an add-on.