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Technical debt management

Technical debt compounds at the speed of AI.

SonarQube is the zero-trust, multilayered verification platform that prevents technical debt from entering your codebase and remediates the issues that do.

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Gartner Magic Quadrant · 2026
AI is accelerating your technical debt. Sonar helps you govern it.
Sonar is named a Leader in the 2026 Gartner® Magic Quadrant™ for Technical Debt Management Tools — highest on Ability to Execute.
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How much technical debt costs companies

Technical debt consumes 21%–40% of IT spending. Against $6.15 trillion in projected global IT spend for 2026, the implied cost is $1.3–$2.5 trillion annually. (Deloitte, 2026 Global Technology Leadership Study)

AI makes it worse. Carnegie Mellon found that initial AI velocity gains disappeared by month three, replaced by a persistent 30% increase in static analysis warnings and 41% increase in code complexity. Periodic audits and manual reviews cannot govern continuous AI generation.

Two forms of debt. One compounding problem.

Code-level technical debt: The accumulation of shortcuts in code, such as bugs, vulnerabilities, and code smells. It acts as a friction tax that increases defect rates and software developer cognitive load.

Architectural technical debt: Circular dependencies, high coupling, and modularity violations from code that doesn't follow intended architecture. Compounds 2.8x faster than code-level debt.

Without code verification, AI agents amplify both types of debt.  AI adoption increases tech debt accumulation by 30%–41%.

code has bugs, smells, and security issues
the solution

Everyday governance, not periodic diagnosis

SonarQube prevents technical debt from entering the codebase—continuously, inside the software developer and AI agent workflow—across every phase of the Agent Centric Development Cycle: Guide, Verify, and Solve.

  • Stop debt before it starts

  • Reclaim your engineering week

  • Govern architecture, not just code

  • Reduce risk across AI adoption

Stop debt before it starts

96% of developers don't fully trust AI code, yet only 48% consistently verify it. SonarQube embeds deterministic analysis into the IDE, CI/CD pipeline, and agent reasoning loop, verifying every line before merge. (2026 Sonar State of Code Developer Survey)

 How it works (AC/DC framework)

How SonarQube is used to govern technical debt in the Agent Centric Development Cycle

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Guide

Context Augmentation and MCP Server provide agents with your coding standards and architectural constraints before code is generated.

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Verify

Deterministic analysis across 40+ programming languages and 7,500+ issue types. Quality gates enforce pass/fail standards from the agent's inner loop to the final gate before merge. 3.2% false positive rate.

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Solve

Remediation Agent proposes fixes in pull requests and re-analyzes each change. AI CodeFix provides fix suggestions for every identified issue. Learnings feed back into Guide.

Key features

Tools that help manage technical debt in software development

code so pristine it sparkles

Automated code review across every PR

Automated feedback on every branch and pull request showing severity scores on quality, security, and maintainability. Use a special quality profile for agentic AI with increased scrutiny on agentic workflows.

automatic

Quality gates that block debt before merge

Configurable pass/fail conditions prevent technical and code architectural debt from entering the main branch.

checklist

Living architecture maps and enforcement

Discover your actual code architecture, automatically updated on every scan. Define intended architecture and enforce it—disallowed relationships are flagged as issues in the workflow.

pdf

Technical debt metrics and reporting

Track TDR, remediation effort, and trends over time. Portfolio-level visibility connects code health to business outcomes.

Developer guide

What is technical debt?

Technical debt refers to the future costs of rework or maintenance that arise from prioritizing speed and quick fixes over code quality in software development, with the debt accumulating over time and requiring resources to be paid off, making it crucial to address and minimize from the start of a project.

Learn More >

Blog post

Technical debt’s impact on development speed and code quality

In the ever-evolving landscape of software development, the concept of technical debt looms large, casting a shadow over projects both large and small. It represents the compromise made between short-term expediency and long-term sustainability, often resulting in a trade-off between development speed and code quality.

Learn More >

Webinar

Governing technical debt when the authors are agents

A strategic working session for engineering leaders on maintaining a defensible codebase when AI agents produce more code, faster, while review bandwidth remains stagnant.

Register today >

Flashtract

“Code Quality helps my team to focus on the delivery of consistent quality code because Sonar’s Quality Gates reduce the likelihood of intensive refactoring or application overhaul.”

Anthony Collins, Software EngineerFlashtrack logo

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Flashtract

Anthony Collins, Software Engineer

“Code Quality helps my team to focus on the delivery of consistent quality code because Sonar’s Quality Gates reduce the likelihood of intensive refactoring or application overhaul.”

Read customer stories

Build trust into every line of code

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4.6 / 5

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