Workflow

Smart DM Triage Engine

This Needle workflow intelligently converts incoming user messages into structured Jira tickets using AI-powered analysis and automated routing.

WeblineIndiaWeblineIndia

Last updated

March 3, 2026

Connectors used

Jira
Slack

Tags

Jira AutomationSlack NotificationsSupport Triage

AI-Powered Jira Ticket Creation & Slack Notification Workflow (Needle)

This Needle workflow automatically filters incoming messages, uses GPT-4.1 to structure and prioritize support issues, creates a Jira ticket based on AI-generated output and sends a Slack notification once the issue is created. It ensures urgent and relevant issues (like payment bugs) are escalated properly while filtering out irrelevant messages.

Quick Setup Overview

  1. Configure Jira connector (Cloud ID, Project ID, Issue Type ID).
  2. Configure Slack connector (Channel ID).
  3. Adjust keyword filtering in the Code node if needed.
  4. Activate the workflow.
  5. Trigger manually or connect to your input source.

What It Does

This workflow is designed to intelligently process incoming user messages and convert them into structured Jira tickets. It begins with a trigger (currently manual for testing) that receives structured message data including content, user name, email and platform source.

A custom Code node filters messages based on predefined keywords such as “payment”, “social media” or “word”. If a message contains one of these keywords, it proceeds. Otherwise, the workflow stops automatically.

If the message passes the filter, GPT-4.1 (via Needle AI) analyzes it and: - Extracts the core issue - Generates a clear Jira-ready title - Creates a detailed description - Assigns a priority (High, Medium or Low)

The workflow then creates a Jira issue using this structured data and finally sends a Slack message notifying the team that a new issue has been created.

Who’s It For

This workflow is ideal for:

  • Product support teams
  • Technical support departments
  • SaaS companies
  • DevOps teams
  • Customer service operations
  • Businesses that want AI-assisted issue triaging

Prerequisites

Before using this workflow, ensure you have:

  • A Needle account
  • Jira Cloud access
  • Slack workspace access
  • Connected Pipedream connectors for:
    • Jira
    • Slack
  • Proper Jira permissions to create issues
  • Slack channel ID for notifications

How to Use & Setup

Manual Trigger (Input Simulation)

Node Type: manual_trigger

This node simulates incoming data:

Fields included:

  • message_content
  • user_name
  • user_email
  • platform_source

You can replace this with a webhook or app trigger in production.

Code Node – Keyword Filtering

Node Type: code

The script:

  • Converts message content to lowercase
  • Checks for keywords:
    • payment
    • social media
    • word
  • Stops the workflow if no keyword is found

To customize filtering, modify the keywords array inside the script.

Needle AI – Issue Structuring & Prioritization

Node Type: needle_ai_v1

Model: gpt-4.1

Temperature: 0

Output Mode: structured

The AI:

  • Summarizes the issue into a Jira-friendly title
  • Generates a detailed description
  • Assigns priority:
    • Payment → High
    • Social Media → Medium
    • Others → Low

Structured output schema:

  • title (string)
  • description (string)
  • priority (string)

Jira – Create Issue

Node Type: pipedream_jira_create_issue_v1

Required configuration:

  • cloudId
  • issueTypeId
  • projectId

The workflow maps:

  • AI-generated title → Jira Summary
  • AI-generated description → Jira Description
  • AI-generated priority → Jira Priority

Ensure all Jira IDs are correctly configured.

Slack – Send Notification

Node Type: pipedream_slack_send_message_to_channel_v1

Required configuration:

  • Slack connector
  • Channel ID

This sends a message notifying the team that a new Jira issue has been created.

How To Customize Nodes

Modify Keyword Logic

Update the keywords array in the Code node to match your business needs.

Adjust Priority Rules

Modify the AI prompt inside the Needle AI node to change how priorities are assigned.

Enhance Jira Fields

Add additional fields such as:

  • Labels
  • Assignee
  • Components
  • Custom fields

Improve Slack Messaging

Customize message formatting to include:

  • Issue URL
  • Reporter info
  • Platform source
  • Priority badge

Add-ons (Optional enhancements)

You can extend this workflow with:

  • Email notifications
  • Auto-assign Jira issues
  • Duplicate detection logic
  • Escalation workflows
  • CRM integration
  • Analytics dashboard logging
  • Webhook-based real-time triggers
  • Multi-channel routing (Slack + Email + SMS)

Use Case Examples

  1. Automatic bug ticket creation from customer reports
  2. Payment system incident escalation
  3. Social media issue tracking
  4. AI-assisted support triage
  5. Product feedback conversion into Jira tasks

Many additional use cases can be built by expanding keyword logic and AI instructions.

Troubleshooting Guide

IssuePossible CauseSolution
Workflow stops unexpectedlyMessage doesn’t contain keywordsUpdate keyword list in Code node
Jira issue not createdIncorrect Cloud ID or Project IDVerify Jira configuration
Priority incorrectAI prompt logic mismatchUpdate priority rules in prompt
Slack message not sentInvalid channel IDVerify Slack channel ID
Permission errorsMissing connector authorizationReconnect Jira/Slack connectors

Need Help?

If you need assistance with:

  • Advanced AI customization
  • Jira configuration
  • Slack automation enhancements
  • Production-ready trigger integration
  • Enterprise workflow architecture
  • Custom automation builds

Our Needle workflow development team at WeblineIndia can help you design, deploy and scale intelligent automation workflows using Needle.

Contact us to build powerful AI-driven support and ticketing automation systems tailored to your business needs.

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