Clusters
/ Grouped patterns from resolved work. The bridge between Human Desk outcomes and AI Desk training.
What clusters are
When your team resolves tickets with similar root causes, Humaner groups them into clusters. Each cluster captures the pattern, example transcripts, and suggested knowledge updates. Approved clusters become training signal for AI Desk — so the same issue resolves autonomously next time.
Desk / Clusters
Clusters
Refund outside window
24 resolved tickets
Portal login loop
17 resolved tickets
Trial extension asks
11 resolved tickets
The learning loop
- Human Desk resolves a ticket (with optional resolution notes).
- Feed Cluster ingests the outcome.
- Clusters surface recurring themes across agents.
- AI Desk trains on approved cluster context.
Review before train
Clusters are suggestions, not autopilot. Your team reviews grouped patterns, merges noise, and approves what AI Desk should learn. Scale and Delegate plans include auto-training; Grow teams can still browse and act manually.
- 1
Open Clusters
https://app.humaner.io/dashboard/desk/clusters.
- 2
Inspect a cluster
See frequency, sample tickets, and recommended runbook or KB updates.
- 3
Approve or dismiss
Only approved signal flows into AI Desk training.