when should you consider a feature flagging system?

hey everyone, i've been seeing more teams adopt feature flags, and it seems like a powerful way to manage releases and rollouts. but i'm curious about the tipping point. at what stage of a project or team maturity does implementing a dedicated feature flagging system start to make more sense than just simple environment variables or manual deployments? what problems does it solve that other methods can't easily address