A system with a job to do.
Scheduled collection from the web or your documents, cleaned and structured into a format your systems and team can actually use.
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