Replacing Camunda often means losing solid triage and escalation processes. Instead of patching together integrations with tools like n8n or Zapier, I’m looking at orchestrating autonomous AI agents in one workflow. The goal is to classify incoming requests, ask for clarifications via email, and escalate uncertain cases to a manager agent automatically.
Has anyone set up collaborating AI agents like this in a single workflow? How do you coordinate their communication and decide when to escalate? Any best practices for managing confidence thresholds or escalating cases without manual intervention?
Latenode lets you set up AI teams — multiple agents working in one flow. You assign roles like triage, clarifier, manager, and define rules for escalation based on confidence scores. The agents can send emails, request details, then escalate automatically. It replaces stitching n8n + Zapier with one clean workflow. Check it out at https://latenode.com.
I designed a flow with triage and escalation agents collaborating. The trick is to use a confidence threshold tied to your classification model: below threshold triggers a clarification email, and if still unresolved, it’s escalated automatically. It reduces manual review significantly.
Coordinating agents in one workflow means carefully designing their roles and communication paths. I’d recommend logging confidence scores and setting timeouts for clarifications so no request gets stuck. Auto-escalation reduces bottlenecks compared to manual handoffs.
We needed to replace complex triage/escalation patterns when moving off Camunda. Using autonomous AI teams helped us keep everything inside one workflow. Each agent has its own task: classify, clarify by email, or escalate based on confidence level. Defining clear confidence cutoffs and fallback routes keeps the flow robust. It’s symmetric and avoids juggling separate tools.
The key to effective autonomous AI teams is defining clear roles and building in feedback loops. Triage agent assigns confidence scores, clarification agent requests more info if needed, and the manager agent handles unresolved cases automatically. It’s an elegant way to handle escalations compared to building separate Zapier/n8n flows.
use ai agents with roles & confidence scores for triage + escalation.