GitLab team member here for over 3 years. Can confirm, it works exactly as advertised. The detailed description above is totally in line with my experience.
We recently codified the operating model in a course we're calling TeamOps. It's a first iteration, but anyone is welcome to take the course and provide feedback. https://about.gitlab.com/teamops/