The automation spectrum is not binary
The conversation about AI automation often frames it as a binary: either the human is in the loop or they are not. This is a false choice.
Good agentic systems place humans at specific decision points where judgment matters, and automate everything else.
Decision boundaries
- Low stakes, high volume: Automate completely. Routing emails, categorizing tickets, formatting reports.
- Medium stakes, pattern-matchable: Agent proposes, human approves. Document extractions, preliminary assessments, draft responses.
- High stakes, context-dependent: Human decides, agent assists. Contract approvals, medical diagnoses, compliance determinations.
Progressive automation
The safest deployment pattern is progressive:
- Shadow mode: Agent runs alongside the human, outputs logged but not acted on
- Suggestion mode: Agent proposes actions, human approves each one
- Exception mode: Agent acts autonomously, human reviews exceptions
- Autonomous mode: Agent acts independently within defined boundaries
The goal is not to remove humans from the loop. The goal is to place them where they add the most value.