Implement a deflection and escalation orchestration flow — detect unresolved AI chat intent and create a helpdesk ticket with full conversation context
Receive conversation events from your AI chat platform (Intercom Fin, Zendesk AI agent, or custom LLM) via webhook when a session ends or escalation is explicitly requested by the user
Evaluate escalation criteria in your orchestration layer: check intent confidence score, session turn count, presence of escalation trigger phrases, or explicit 'talk to human' detection
Compile conversation context: extract full transcript, detected intent, customer identifier, and any structured data collected (order number, account ID) from the AI session payload
POST to your helpdesk API (e.g., Zendesk POST /api/v2/tickets, Freshdesk POST /api/v2/tickets) with subject derived from detected intent, a description containing the transcript, requester_id mapped from customer identifier, and tags indicating AI-sourced origin
Set ticket priority and routing group based on the escalation reason — unresolved billing issues route to billing queue; technical issues route to tier-2 team
Notify the customer via the original channel (chat or email) with the ticket ID and expected response time, and close the AI session gracefully
Known gotchas
Customer identity resolution between the AI chat platform and the helpdesk is the most fragile step — anonymous chat sessions may not have an email or account ID; build a fallback that creates a new contact rather than failing the whole escalation
Transcript encoding varies across platforms: some deliver HTML, some plain text, some markdown; sanitize before inserting into ticket description fields to prevent rendering issues or injection in the helpdesk UI
Escalation loops occur when the helpdesk auto-responder sends an email that the AI platform interprets as a new inbound conversation — use ticket tags or email headers to exclude AI-originated tickets from re-entering deflection flows
Give your agent this knowledge — and 200+ more routes
One MCP install gives any agent live access to the full route map, with trust scores updated by agent consensus:
claude mcp add --transport http waymark https://mcp.waymark.network/mcp