The symptoms we usually find
Nobody can answer what is running
There is no single inventory of agents, bots and workflows — so risk, cost and duplication stay invisible.
Failures are found by the business
Each tool logs separately and alerts nobody. Problems surface as complaints instead of monitoring events.
Audit takes weeks of manual work
Evidence of who approved what, and what a model or bot did, has to be reassembled by hand for every review.
