DEV Community

Cover image for Prevent SLA Breaches in JIRA with AI: Smart Ticket Prioritization in Python
Arooj Javed
Arooj Javed

Posted on • Edited on

Prevent SLA Breaches in JIRA with AI: Smart Ticket Prioritization in Python

Predict SLA breaches before they happen, prioritize tickets intelligently, and bring automation into your JIRA support workflow using AI.

βΈ»

πŸ” What’s This Project About?

Handling dozens (or even hundreds) of support tickets daily makes it difficult to manually keep up with SLAs. This open-source project helps you stay one step ahead by predicting SLA breaches before they occur using supervised machine learning. It’s a must-have tool for any support team using JIRA.

βΈ»

✨ Key Features
β€’ 🧠 AI-powered SLA breach prediction model
β€’ πŸ•’ Prioritizes tickets based on breach risk and urgency
β€’ πŸ“Š Visual reports of predicted resolution patterns
β€’ πŸ”Œ Easily integrated into JIRA workflows
β€’ πŸ“ Clean and modular code β€” perfect for extending

βΈ»

πŸš€ Getting Started

Clone the repository to get started:
git clone https://github.com/aroojjaved93/AI-SLA-Predictor-for-JIRA-Smart-Ticket-Automation.git

πŸ€– This tool leverages real data and intelligent predictions to improve support workflows and reduce SLA breaches.

πŸ“„ Setup instructions and a sample dataset are included in the README.

πŸ”§ Tech stack: Python, Pandas, Scikit-learn, Matplotlib, Flask

βΈ»

🀝 Clone & Contribute

This project is 100% open-source and actively maintained. Here’s how you can help:
β€’ ⭐ Star the repo to support and spread the word
β€’ 🍴 Fork and improve the logic or add visualizations
β€’ 🐞 Submit issues or ideas via GitHub
β€’ πŸ’‘ Build on top of it for your support automation use case

πŸ‘‰ GitHub Repo: AI SLA Predictor for JIRA

βΈ»

🏷 Tags

ai #machinelearning #jira #automation #devops #supporttools #slabreach #opensource

βΈ»

πŸ“£ Like the project? Give it a ⭐ and share with your support or DevOps team!

Top comments (0)