Group e-media
Use case

Human Review Queue

A unified queue for human review across approvals, low-confidence outputs, escalations, and flagged corrections — with SLAs and load balancing.

Overview

Human review scattered across tools is human review that decays. A unified queue with SLAs and load is human review that holds.

What it solves

Makes human review consistent, observable, and load-balanced. Surfaces the volume of review needed as a measurable rate.

How we build it

All human-review tasks (approval, low confidence, escalation, flagged correction) land in one queue with context, SLA, and load-aware routing. Decisions feed evals; queue depth and SLA compliance are tracked.

  • Unified queue across sources
  • Context per task and SLA
  • Load-aware routing
  • Decisions feed evals

What changes when it is in place

Human review is sustainable and observable. The team can size capacity to reality.