A system with a job to do.
Scattered data pulled into a single automated report, with the analysis and anomalies surfaced instead of buried in a spreadsheet.
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