This advanced applied long course focuses on integrating AI capabilities into Jira workflows to speed documentation, improve triage, and enhance classification and routing accuracy. You will practice using AI text-summarization tools to generate release notes and other technical communications, and will learn to evaluate model outputs using precision/recall and other metrics to iteratively improve automated categorization. The course covers designing AI-augmented automations that assist in triage, intelligent assignment, and expedited reporting while also teaching monitoring and human-in-the-loop validation strategies to maintain quality. You will practice prompt engineering concepts, measure model performance against labeled data, and implement feedback loops to refine models or rules. Ethical considerations, model limitations, and fallback patterns for safe automation are also covered. The course prepares practitioners to introduce trustworthy AI enhancements to existing Jira automations and to measure their operational impact.

AI-Powered Jira Automation and Workflow Optimization

AI-Powered Jira Automation and Workflow Optimization
This course is part of Jira Essentials: Beginner-Intermediate Mastery Professional Certificate

Instructor: Professionals from the Industry
Access provided by ExxonMobil
Recommended experience
What you'll learn
Use AI summarization and classification patterns to draft release notes and triage suggestions.
Build and evaluate a classifier; compute confusion matrix, precision, and recall.
Design a triage flow with confidence thresholds and human-in-the-loop checks.
Implement safe fallback patterns to avoid unattended misclassifications.
Skills you'll gain
Tools you'll learn
Details to know

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March 2026
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There are 4 modules in this course
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Felipe M.

Jennifer J.

Larry W.

Chaitanya A.
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¹ Some assignments in this course are AI-graded. For these assignments, your data will be used in accordance with Coursera's Privacy Notice.





