Field Notes · 18 Jul 2026
Human review queues are a product decision
If your AI-assisted internal tool has no named review queue, you have not finished the design — you have postponed an argument.
Teams love to demo the generate button. They under-design the queue where a person confirms, edits, or rejects the draft. In readiness reviews we treat a missing queue as a release blocker, not a backlog nicety.
A workable review design names:
- Who is on the queue during business hours and after hours
- Which fields are locked until review completes
- How disagreements escalate when the model and the reviewer conflict
- What gets logged for later audit
Programming consulting here is partly organisational design. The code paths are straightforward once ownership is explicit. Without ownership, the assisted tool quietly trains staff to click accept because the queue is drowning.