TICKET MANAGEMENT

AI-Triage At-Risk Tickets and Draft Fast Replies in Front

For tickets forecast to breach SLA soon, an agent classifies the issue, finds whether a quick canned answer applies, and drafts a ready-to-send reply in Front to speed resolution.

CategoryTicket Management
EngineSim + Paperclip
Difficultyadvanced
Triggerschedule
Steps6
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerEvery 20 minutes
  • ActionPull at-risk Front conversations with historyFront
  • LogicAgent classifies intent and complexityOpenAI
  • LogicBranch: simple vs needs-human
  • ActionSave tailored draft reply on Front conversationFront
  • OutputPost triage digest to SlackSlack

What it does

Turns the SLA-breach forecast into action by having an AI agent triage each at-risk ticket, decide if it is quickly closable, and pre-draft a reply so the human agent only reviews and sends.

When to use it

When breaches happen not from neglect but from sheer volume, and many at-risk tickets are actually simple. Use it to shave handle time on the queue's deadline-pressured tail.

How it works

  1. 1A schedule fires every 20 minutes.
  2. 2Retrieves open Front conversations predicted to breach within 4 hours, with full message history.
  3. 3An agent reads each thread, classifies intent and complexity, and routes it: simple, needs-info, or escalate.
  4. 4A branch sends complex or sensitive tickets straight to a human with a summary, skipping auto-draft.
  5. 5For simple tickets, the agent composes a tailored draft reply and saves it as a Front draft on the conversation, tagged "SLA-risk: review and send."
  6. 6Posts a Slack digest grouping at-risk tickets by route so the team knows what is queued for review.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect FrontShared inbox, conversations.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Connect SlackChannels, DMs, threads, mentions.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

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