Templates / Turn support tickets into developer insights with OpenAI, Postgres, Slack and Jira

Turn support tickets into developer insights with OpenAI, Postgres, Slack and Jira

Ready for 3.0

by ResilNext ✓ · 136 views · created 2026-04-03 · Engineering, AI Summarization

Ready for 3.0. This template uses no nodes that n8n 3.0 removes. No removed nodes, versions or helpers found. Static check, last run 2026-10-19.

What this workflow does

This AI workflow has 16 nodes and runs on a schedule (every day at 02:00). Along the way it connects Postgres, OpenAI Chat Model, Slack and Jira Software.

How it runs

Trigger: On a schedule (every day at 02:00).

  1. Workflow Configuration (Edit Fields (Set)): sets 9 fields: timeWindowDays, similarityThreshold, frequencyWeight…
  2. Fetch Feedback Data (Postgres): run a query
  3. Preprocess & Deduplicate (Code): runs custom JavaScript code
  4. Generate Embeddings & Cluster (Code): runs custom JavaScript code
  5. Aggregate: combines items into one
  6. Root Cause Analysis Agent (AI Agent): runs an AI agent, with model: OpenAI Chat Model; output parser: Root Cause Schema Parser
  7. Calculate Severity Scores (Code): runs custom JavaScript code
  8. Developer Report Generator (AI Agent): runs an AI agent, with model: Report Generator Model
  9. Check Delivery Options (If): checks a condition and branches into true / false
  10. Send to Slack (Slack): uses Slack

…plus 2 more steps. See the full node list below.

Services it uses

PostgresOpenAI Chat ModelSlackJira Software

Before you upgrade to n8n 3.0

Nothing in this workflow is removed in n8n 3.0, so it should import and run after the upgrade.

Nodes used (12)

From the author

Overview This workflow transforms raw support tickets into actionable developer insights using AI and data processing. It automatically detects recurring issues, identifies root causes, ranks severity, and generates a structured engineering report. By…

Excerpt from ResilNext's description on n8n.io.

View the original on n8n.io → Check your own copy

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