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  • Recipe: Auto-answer and deflect common tickets

Recipe: Auto-answer and deflect common tickets

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TL;DR: When a new ticket arrives, this playbook searches your knowledge base for a matching answer, drafts a reply grounded in those articles, and either posts it as a suggested response for an agent or sends it automatically to deflect common questions. Trigger is a helpdesk webhook; output is a drafted or sent reply.

Who this is for

Support teams handling repetitive how-to and FAQ tickets that already have documented answers.

What you'll need

  • Connectors: Freshdesk or Zendesk, your knowledge base (Brainfish or an HTTP search endpoint), optional Slack.
  • Secrets: Helpdesk API key, knowledge base API key.
  • Trigger: Webhook on ticket creation.

How to build it with Ask Ballet

  1. Open the Console on Home.
  2. Paste the prompt below; set whether replies are auto-sent or left as drafts.
  3. Review the plan and confirm.
  4. Connect the helpdesk and knowledge base, then register the webhook.
Build a playbook that triggers on a new support ticket webhook. Search our knowledge
base for articles relevant to the ticket subject and body. If a confident match is
found, draft a concise answer that cites the source articles. Add the draft as a
private note on the ticket for agent review. If confidence is high and the category is
"how-to", send the reply to the customer and tag the ticket "auto-answered".

What the playbook does

  1. Webhook trigger — receives the new ticket.
  2. HTTP step (search KB) — queries the knowledge base for relevant articles.
  3. Code step (draft) — composes an answer grounded in retrieved articles with a confidence score.
  4. HTTP step (reply or note) — posts a private draft note, or sends the reply and tags the ticket when confidence is high.

Variations and tips

  • Keep humans in the loop: start in "draft only" mode and switch to auto-send once quality is proven.
  • Always cite source articles in the draft so agents can verify quickly.
  • Pair with Triage and route so only deflectable categories reach this playbook.

Related articles

  • Triage and route support tickets
  • CSAT follow-up
  • How do first-party integrations (Cursor, Freshdesk) work?
  • What are Allow vs Ask permission modes?

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