How to Extract Key Development Areas from Jira Tickets?

[lakshyajeet.swami]

Hi Atlassian Community,

I’m looking for a way to generate a high-level summary of all development work done in a Jira project based on the stories created till date. My goal is to:

1. Review all Jira stories in a project.
2. Extract key features, development points, or major enhancements implemented.
3. Generate an overall summary of all work completed.

Is there a built-in Jira feature, add-on, or automation script that can help with this? If not, what are some best practices or alternative approaches for efficiently gathering this data without manually going through each ticket?

Would love to hear how others have tackled this! Thanks in advance.

[Ashish Bijlwan · Accepted solution]

Hi @lakshyajeet_swami 

You can get high-level overview of your project's performance through the Summary feature available in the Project

Please refer https://support.atlassian.com/jira-work-management/docs/get-a-summary-of-your-project/

Regards,
Ashish

[lakshyajeet.swami]

Hi @Ashish Bijlwan ,

Apologies  If I was not clear with requirement earlier.  

I’m looking for a way to automate the summarization of Jira stories based on their Acceptance Criteria (AC). Here’s what I need:

1. Read the Acceptance Criteria (AC) from each story in a Jira project.
2. Generate a concise summary of what the story is about in a single-line or short paragraph.
3. Repeat this process for all stories (e.g., 100+ stories) and compile them into a single-page report listing all summarized stories in a structured manner.

Does Jira offer any built-in AI-powered features, add-ons, or automation that can achieve this? If not, has anyone successfully used third-party AI tools, automation scripts, or API integrations to process and summarize story AC efficiently?

Looking forward to insights and suggestions from the community. Thanks in advance!

[Ashish Bijlwan]

Hi @lakshyajeet_swami 

It's out of the box and can check with @Payal _appbox_ai_ as she suggested marketplace application.

Thank you,
Ashish

[Payal _appbox_ai_]

Hi @Ashish Bijlwan 

Thank you for sharing your requirement to automate the summarization of Jira stories based on Acceptance Criteria (AC) or other ticket attributes. 

At Appbox.ai, we’ve built a Marketplace application designed to do exactly this. Our tool allows you to:

• Filter a set of issues based on your criteria.

• Write custom prompts to extract the specific information you need (e.g., summaries, key development areas, etc.).

• Receive answers in your preferred format, whether it’s bullet points, structured text, or any other layout.

Marketplace Link

To see how it works in action, check out this short demo video:
Appbox.ai Demo Video

We’ve recently launched this application and are actively working on adding new features. If there’s something specific you’re looking for that isn’t currently available, we’d love to hear your feedback and explore how we can incorporate it into our roadmap.

Feel free to reach out to us at connect@appbox.ai—we’re happy to chat and discuss how we can tailor the solution to meet your needs!

For additional context, we recently addressed a similar question in another thread, which you can find here:
Summary of Epic Status by AI

Looking forward to connecting with you!

Best regards,
Team Appbox.ai