CodePulse tracks AI-generated code quality, churn, and license utilization — giving engineering leaders the data they need to make informed decisions about AI tool investments.
Churn by Tool
License Utilization
AI Code Survival Rate
+4.2%Backed by engineering leaders from
Engineering teams are adopting AI coding assistants at record pace. Budgets are being allocated, licenses purchased, and developers onboarded. But the fundamental question remains unanswered: is the code these tools produce actually sticking?
Without visibility into AI code quality, teams are flying blind. They cannot distinguish between tools that boost real productivity and those that generate throwaway code that gets rewritten within weeks. The result: wasted budget, inflated velocity metrics, and growing technical debt.
Engineering leaders need a way to measure the true ROI of their AI investments — not just how much code was generated, but how much of it survived, contributed to the product, and was worth the license cost.
0%
of AI-generated code is modified within 30 days — but most teams have no idea which tools or patterns drive the highest churn.
CodePulse goes beyond vanity metrics to give you actionable insights about AI-assisted development.
A composite score that measures how well AI-generated code survives in your codebase. Track survival rates, defect density, and review pass rates across tools and teams.
See which AI tools produce code that sticks versus code that gets rewritten. Break down churn by tool, team, language, and time period to identify patterns.
Track how many AI tool licenses are actively used versus shelfware. Identify underutilized seats and optimize your spend across Copilot, Cursor, and other tools.
Calculate the true return on your AI tool investments. Compare cost-per-surviving-line across tools, forecast budget needs, and present data-driven reports to leadership.
Everything you need to understand, measure, and optimize AI-assisted development in one place.
AI Code Score
82
+3 this week
Survival Rate
68%
+4.2% vs last month
License Util.
71%
12 seats unused
Monthly ROI
2.4x
$18k net savings
Code Quality Trend