The difference from before was: all stakeholders lived on a shared yet personal interpretation of the domain (business, code, whatever). This often leads to wastes of times, onboarding issues, etc, etc.
LLMs are forcing me to plan, document and define everything, and I think that's making the codebases/documentation/tests/prs and myself all better.