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Turn AI Into a Reliable Engineering Partner
Read more about the inner developer loop that transforms AI from a simple code generator into an engineering partner that understands and protects code quality.
Insights, Tutorials, Support
For Developers
Help Center
Visit our Help Center for guidance, chat with Eve, our AI assistant, or join the community to share feedback and explore use cases.
Developer Onboarding Guide
Developer Onboarding Guide, discover simply steps on how to succeed with CodeScene and start improving code health.
CodeScene Academy
Enroll in developer courses, learn the Code Health metric, and earn certifications to master technical excellence.
Tutorials and Talks
See tutorials and talks on refactoring, technical debt, AI, and code quality, plus insights on how to build healthier, more efficient codebases.
Insights, use cases, research
For Managers
Mastering Technical Debt Course
Enroll in our Technical Debt Course for managers and earn your certificate.
ROI of Code Health
How refactoring speeds up development by 40%. Read how Code Health scores translate into business value.
CodeHealth™ Metric 6x Better
CodeScene’s Code Health metric is 6 times more accurate than SonarQube's quality measure.
Business Impact of Code Quality
Read our peer-reviewed research: healthy code delivers 2x faster development, 15x fewer defects, and 9x more predictable delivery.
What other customers say
“CodeScene has helped us find ways to improve the productivity of our development teams and measure our success. Ultimately improving how quickly we can deliver value to the business.”
Principal Software Engineer, Philips
“We improved developer productivity by 45% in just 3 months across large codebases, leading to fewer defects and faster delivery.”
Chief Architect, Persistent
“Traditional tools like SonarQube flagged issues but failed to prioritize improvements by business impact.”
CTO, StickerApp
“At Carterra we reduced unplanned work by 82% over a twelve-month period.”
Lead Software Engineer, Carterra
“VidMob reduced unplanned work by 50% after only two months.”
Senior Director of Engineering, VidMob
“CodeScene's Code Health Metric is fact-based and is our metric for technical debt. It guides our prioritization and empowers our business with clear metrics to guide our efforts.”
CTO, StickerApp
Frequently asked questions
Can't find the answer here? Contact our sales team
What is Code Health and why does it matter?
Code Health is a high-level indicator of how easy or difficult it is to work with a piece of code. It reflects factors like complexity, readability, and coupling. Poor code health slows development, increases the risk of bugs, and makes it harder to onboard new developers. Improving Code Health boosts productivity and reduces maintenance costs. Read more about Code Health.
CodeHealth™ is an aggregated metric based on 25+ factors scanned from the source code. The code health factors correlate with increased maintenance costs and an increased risk for defects.
Why is CodeHealth™ metric unique
Code Health is an aggregated metric based on 25+ factors scanned from the source code. The code health factor correlates with increased maintenance costs and an increased risk for defects. A healthy codebase enables a fast time-to-market with, on average, 124% faster development time. Healthy code also contains 15 times fewer defects than unhealthy code (claims supported by peer-reviewed research from Code Red: The Business Impact of Code Quality).
It is still the industry's only code quality metric with proven business impact, validated by award-winning research.
What is CodeScene’s framework for prioritizing technical debt?
CodeScene combines Code Health (how easy code is to understand and evolve) with Hotspot analysis (where your team spends the most development time). Together, these two perspectives identify the parts of your system where poor-quality code has the greatest impact on productivity. Read the docs.
The framework works like this:
Code Health – Measures internal quality based on complexity, cognitive load, and maintainability.
Why it matters: Healthy code reduces risks, accelerates changes, and supports long-term maintainability.
Hotspots – Identify the files or modules where development activity is most frequent, based on Git history.
Why it matters: Not all code is equally important. Unhealthy hotspots slow work, introduce bugs, and demoralize teams.
Prioritized Technical Debt – A compound view that overlays Code Health with Hotspots.
Why it matters: This highlights where productivity suffers the most, enabling data-driven, high-impact refactoring.
By focusing only on unhealthy hotspots, CodeScene ensures that refactoring effort is targeted where it matters most, avoiding wasted time on low-impact cleanup.
Can CodeScene only help me refactor what matters? What about preventing new technical debt?
CodeScene is designed for both sides of the equation: cleaning up existing debt and preventing new debt from forming.
- Refactor what matters: CodeScene combines CodeHealth™ with Hotspot™ analysis to identify the areas of your system where poor quality actively slows down your team. This ensures your refactoring efforts are targeted at the debt with the highest impact, not wasted on code that rarely changes.
- Prevent new debt: CodeScene integrates into your daily workflow. IDE extensions and automated pull request reviews act as local quality gates, flagging drops in Code Health before code is merged. You can also set quality bars for different parts of the codebase and apply Code Health rules per team, making it easy to stop new debt at the source.
- Set strategic goals: Beyond day-to-day checks, CodeScene lets you define long-term goals for your codebase. Whether it’s a Planned Refactoring to tackle high-impact debt or Supervise goal to monitor fragile code, these goals align your refactoring work with broader development strategies.
The result: you not only pay down today’s technical debt, but also create a sustainable workflow that keeps new debt from piling up while ensuring every improvement contributes to healthier, more maintainable code.
What are the key benefits of CodeScene?
CodeScene stands out because it goes beyond static analysis and connects code quality directly to business impact:
- Trusted metric: CodeHealth™ is the only quality measure validated by award-winning research, proven to improve delivery speed and reduce defects.
- Impact-driven prioritization: Instead of flagging every possible issue, CodeScene focuses on the debt that matters most—where poor code quality actively slows your team down.
- Actionable insights: You’ll never face a list of thousands of fixes. CodeScene highlights only the hotspots where refactoring delivers the biggest payoff.
- Adaptive recommendations: As your development priorities shift, CodeScene automatically updates its focus to new hotspots.
- Proven ROI: Backed by the Code Red research model, CodeScene helps you build a strong business case for refactoring by linking improvements to measurable outcomes.
- Workflow integration: With IDE extensions, automated code reviews, refactoring goals, and X-Ray analysis for large files, CodeScene fits naturally into daily development and prevents new debt from forming.
In short, CodeScene makes technical debt management relevant, actionable, and measurable, helping teams refactor strategically instead of reactively.
How does CodeScene calculate ROI from Code Health improvements?
CodeScene uses statistical models trained on industry data to estimate how changes in Code Health affect key business metrics. These include the number of defects prevented and the increase in developer capacity — for example, how much faster your team can deliver new features. The ROI calculator gives you a preview of these gains based on real data. Read our peer-reviewed research.
Why can’t other tools like CAST, SonarQube, or static analysis tools manage technical debt effectively?
Traditional static analysis tools focus on syntax, patterns, and isolated rules. They’re useful for style issues and low-level bugs, but they miss the bigger picture of how code is used and changed over time. As a result, they:
- Don’t prioritize by business impact, producing long lists of issues without context.
- Ignore team interactions — not all code is equally important.
- Overwhelm with warnings instead of actionable guidance.
- Lack proven ROI on speed or defect reduction.
CodeScene closes this gap. By combining Code Health with Hotspot analysis, it pinpoints the areas where poor code quality has the greatest organizational impact.
In short: static analysis shows problems in code; CodeScene shows which problems actually matter. CodeScene’s CodeHealth™ Metric has been benchmarked against SonarQube and is actually 6x more accurate.