A system with a job to do.
Small internal tools and Slack bots that answer routine questions and trigger routine actions, so your team stops interrupting each other for status updates.
A focused technical and operational audit
A working prototype against real inputs
Human approval points and reliable fallbacks
Documentation your team can own
A measured rollout, not a big-bang launch