A system with a job to do.
Reliable, monitored automations across the platforms you already run — built to fail loudly and recover cleanly, not silently drop data.
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