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AI Code Pulse: Total Cost and Efficiency of AI-coding

works with Jira Cloud

OVERALL RATINGS

INSTALLS

2

SUPPORT

  • Partner Supported

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Key highlights of the appDo AI tools help you or hold you back? AI usage ≠ AI value. Track AI token cost and usage, AI-code generated waste, PR Cycle Time

watch AI Code Pulse: Total Cost and Efficiency of AI-coding video

Key Questions AI Code Pulse Helps Answer

  • What is the total cost for AI tokens per feature/engineer?
  • How efficiently are prompts being crafted and cache used?
  • Which repositories, tasks, epic or files generate the most rework?
  • Which AI models are used most often?

Business Impact

  • Reduce development waste
  • Improve estimation accuracy and reduce time-to-market
  • Detect process and quality issues earlier
  • Optimize AI-assisted engineering workflows

Dynamic Grouping (Multi-Dimensional Analysis)

Explore the same dataset through different hierarchical views by:

  • File
  • Author
  • Date
  • Repository
  • Epic
  • Task
  • AI Model

Drill down through an expandable tree view to individual commits.

More details

The problems the app helps solve:

  • AI token costs can hit $15,000/engineer/month. Less than half of IT leaders say their AI projects are profitable. Yet most teams have zero visibility into where that money goes.
  • Organizations lose 7 hours per team member weekly to AI-related inefficiencies.
  • A 2025 METR study found a 39-44% perception gap - developers felt 20% faster but measured 19% slower in real-world codebases, with 9% of time now spent reviewing and correcting AI-generated output.
  • DORA added rework rate as a fifth metric in 2024, specifically because AI generates "almost right" code that produces fix after fix after shipping.

Requirements:

  1. Optional: Installed AI Code Pulse Tracker (npm)
  2. Established connection to Bitbucket via OAuth or to GitHub via AI CodePulse: Connector for GitHub
  3. Installed AI Code Pulse: Total Cost and Efficiency of AI-coding

Resources

  • App documentation

    Comprehensive set of documentation from the partner on how this app works

Privacy and Security

Privacy policy

Atlassian's privacy policy is not applicable to the use of this app. Please refer to the privacy policy provided by this app's partner.

Partner privacy policy

Security program

This app is not part of the Marketplace Bug Bounty program.

Integration permissions

AI Code Pulse: Total Cost and Efficiency of AI-coding integrates with your Atlassian app

Version information

Version 4.0.0for Jira Cloud

Release date
May 17th 2026
Summary
Minor version update
Details

Minor version update

Payment model
Paid via Atlassian
License type
Commercial

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