Observe
Record triggers, steps, waiting time, rework, and failure modes before changing anything.
A practical method for removing repetitive work without creating invisible failure points.
Record triggers, steps, waiting time, rework, and failure modes before changing anything.
Choose frequent, rules-based tasks with clean data and a low cost of error.
Add ownership, logs, alerts, retry paths, and a manual fallback.
Do not fully automate decisions that are subjective, high-value, regulated, or difficult to reverse. Use automation to assemble context and propose the next action; let an accountable person approve it.