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This blueprint shows how to design a Duckie system for customer support ticket triage. It receives new tickets, adds customer context, classifies intent, applies tags and attributes, routes the work, and reports on triage health. The recommended design uses deterministic workflows for the repeatable parts of triage and autonomous agents for the messy interpretation work.

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Start With the MVP

You do not need to launch the full triage system at once. Start with an autonomous loop that gathers context, classifies intent, applies allowed tags or attributes, routes high-confidence tickets, and sends only required exceptions to an internal handoff channel. Then add broader escalation, reporting, feedback, and specialist handoff automation after the first loop is trusted.
Use the MVP as the starting point if you are building this blueprint for the first time.

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What This System Does

The system helps a support team:
  • Receive new tickets from a helpdesk, inbox, chat tool, or custom webhook
  • Normalize the ticket into a consistent record
  • Add customer context from CRM, subscription, order, product, or internal systems
  • Detect customer intent, product area, urgency, sentiment, and missing information
  • Apply tags, categories, and attributes for reporting and routing
  • Route tickets to the right queue, owner, workflow, or specialist team
  • Escalate low-confidence or high-risk tickets to an internal channel
  • Post daily triage reporting to support stakeholders
  • Use corrections and run data to improve tags, routing rules, and agent behavior
Ticket triage is a good first Duckie blueprint because it can start in shadow mode. Duckie can classify and recommend routing before it writes tags or changes ownership in the helpdesk.

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Design at a Glance

FunctionDuckie componentWhy
Ticket intakeHelpdesk, inbox, chat, or webhook deploymentThe system needs a clear entry point for new and updated tickets.
Customer contextContext enrichment workflowCustomer lookups should run in a repeatable order with clear fallbacks.
Intent and taggingAutonomous triage classifier agent called by workflowCustomer language is messy and needs interpretation.
Priority and routingDeterministic routing workflowSLA, queue, owner, and priority rules should be auditable and consistent.
Escalation and handoffInternal Slack escalation agentLow-confidence or high-risk tickets need a required exception path without leaving the operational loop.
Daily reportingScheduler deployment running a Duckie Assistant reporting agentSupport leaders need recurring visibility into volume, risk, and automation health.
Feedback loopDuckie Assistant feedback agent and analyticsCorrections should improve tags, workflows, guidelines, and tools.

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Blueprint Pages

MVP

Start with autonomous routing for known ticket paths before adding broader loops.

System Map

See the full ticket triage architecture across channels, workflows, agents, and reports.

Intake and Customer Context

Normalize tickets and attach the context agents need to classify accurately.

Intent, Tagging, and Routing

Classify intent, apply tags, calculate priority, and route tickets.

Escalation and Handoff

Route unclear or risky tickets to an internal support channel.

Reporting and Feedback

Post daily triage reports and improve the system from corrections.

Rollout Plan

Move from shadow classification to live tagging and routing.
  1. Start with the MVP to understand the smallest useful autonomous loop.
  2. Read the system map to see how the MVP expands into the full architecture.
  3. Read intake and customer context to understand what data the system needs.
  4. Read intent, tagging, and routing to see how classification turns into action.
  5. Use escalation and handoff only for required exception paths.
  6. Add reporting and feedback before live deployment.
  7. Follow the rollout plan to expand safely.

Designing Agent Systems

Learn the general workflow-plus-agent design pattern.

Tagging and Classification

Configure categories, attributes, and resolution rules.

Deployments

Connect Duckie to ticketing, messaging, webhook, and scheduled triggers.

Replay Testing

Test historical tickets before live routing.