Issue AI for Jira

AI-powered Jira issue creation, improvement, and subtask generation — directly inside Jira Cloud.

by Cloudox · Version 2.0

Overview

Issue AI helps teams create, improve, and break down Jira issues using the latest AI models. Start from a reusable template or a plain-language prompt, and turn rough input into clearer, more structured Jira issues.

🤖

AI Issue Creation

Describe in plain language, get a structured Jira issue

Issue Improvement

Improve titles, descriptions, and completeness of existing issues

📋

Subtask Generation

AI suggests subtask breakdowns with type labels

Getting Started

1. Installation

Install Issue AI from the Atlassian Marketplace. The app will appear in your Jira Cloud site after installation.

2. Configure AI Provider

Navigate to Apps → Issue AI — Settings in Jira:

  1. Enable AI by toggling AI Enabled to On
  2. Select your AI Provider (OpenAI, Google Gemini, or Anthropic Claude)
  3. Enter your API Key from the provider's dashboard
  4. Choose a Model that fits your needs
  5. Click Save

3. Create Your First Template

In the same Settings page, scroll to Template Management:

  1. Click Add Template
  2. Give it a name (e.g., "Bug Report")
  3. Select the issue type (Bug, Story, Task, or Epic)
  4. Define the template structure and fields
  5. Optionally scope it to specific projects
  6. Save the template

Features

AI Issue Creation

Create new Jira issues using AI. Navigate to a project and click Issue AI in the sidebar:

  1. Select a Template — Choose from your configured templates
  2. Describe the Issue — Write a brief description in plain language
  3. AI Generates Content — Summary, description, acceptance criteria, repro steps
  4. Review & Edit — Preview the generated issue and make changes
  5. Create — Issue is created in Jira with one click

Issue Panel — Improve Existing Issues

Open any existing Jira issue and find the Issue AI panel on the right side. It provides three AI features:

🏷️ Improve Title

Get 3 AI-generated title suggestions based on the current issue content. Click any suggestion to apply it instantly.

📝 Improve Description

AI rewrites the description for clarity and completeness. It also detects missing fields and provides a confidence score for content quality.

📋 Suggest Subtasks

AI generates subtask breakdowns with type labels (analysis, implementation, testing, documentation, deployment). Create subtasks directly from the suggestions.

Supported AI Providers

Issue AI supports three major AI providers. Choose the one that best fits your team:

ProviderRecommended ModelsBest For
OpenAIGPT-4.1 Mini, GPT-4oBest overall quality
Google GeminiGemini 2.0 FlashFast and cost-effective
AnthropicClaude 3 Haiku, SonnetSafety-focused, nuanced writing

You can switch providers anytime from Admin Settings — no migration needed.

Admin Configuration

Only Jira administrators can access Issue AI settings. Navigate to Apps → Issue AI — Settings.

SettingDescription
AI EnabledToggle AI features on/off for the entire site
AI ProviderChoose between OpenAI, Google Gemini, or Anthropic Claude
API KeyYour provider API key (stored encrypted in Forge KVS)
AI ModelSelect the specific model to use
Max TokensMaximum output length for AI responses (default: 4096)

Template Management

Templates define the structure and format for different issue types. Create templates for common patterns your team uses.

Template Features

  • Issue Type — Associate templates with Bug, Story, Task, or Epic
  • Project Scoping — Limit templates to specific Jira projects
  • Activate/Deactivate — Control which templates are available to users
  • Template Content — Define the structure including sections, fields, and formatting

Getting API Keys

OpenAI

  1. Go to platform.openai.com/api-keys
  2. Click "Create new secret key"
  3. Copy the key and paste it into Issue AI settings

Google Gemini

  1. Go to aistudio.google.com/app/apikey
  2. Click "Create API key"
  3. Copy the key and paste it into Issue AI settings

Anthropic Claude

  1. Go to console.anthropic.com/settings/keys
  2. Click "Create Key"
  3. Copy the key and paste it into Issue AI settings

Security & Privacy

Issue AI is built with security as a top priority:

  • Minimal Data Sent — Only the content required for the requested AI action is sent to the configured provider. Attachments, comments, and unrelated Jira data are never sent.
  • Encrypted Storage — API keys are stored encrypted at rest using Atlassian Forge Key-Value Store (KVS)
  • No Data Retention — AI responses are transient and never permanently stored
  • Admin Control — Admins can disable AI with one click at any time
  • Built on Forge — Runs on Atlassian's trusted cloud platform with sandboxed execution
  • Minimal Permissions — Only read:jira-work, write:jira-work, and storage:app

Troubleshooting

ErrorSolution
API key is invalid or expiredGo to Settings → AI Configuration and enter a valid API key
Rate limit reachedWait a moment and try again. Too many requests in a short time.
API quota exceededCheck your billing dashboard and upgrade your plan if needed
Model not availableSelect a different model in admin settings. The current model may have been deprecated.
Content blocked by safety filtersRephrase your content and try again
AI provider temporarily unavailableThe AI service is temporarily down. Wait a few minutes and retry.

Frequently Asked Questions

Do I need my own API key?

Yes. Issue AI connects to your own AI provider account. You need an API key from OpenAI, Google, or Anthropic. This means you have full control over costs and usage.

Which AI provider should I choose?

OpenAI (GPT-4.1 Mini) offers the best balance of quality and cost. Google Gemini is the most affordable. Anthropic Claude is the most safety-focused. You can switch anytime.

Is my data safe?

Only the text you type is sent to the AI provider. Existing issues, attachments, comments, and user data are never shared. API keys are encrypted at rest.

Can I use Issue AI without AI (template-only mode)?

Yes. Admins can disable AI and use Issue AI purely as a template management system for standardized issue creation.

How much does the AI cost?

Issue AI itself has its own pricing plan. AI provider costs are separate and depend on your usage. For example, OpenAI GPT-4.1 Mini costs approximately $0.001 per issue generation.

Support

Need help? We're here for you:

Issue AI for Jira · Built by Cloudox

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