Governed AI code for regulated industries

Scale AI coding without scaling compliance risk

Your teams want AI speed. Your auditors want proof. SonarQube verifies every change, human- or AI-generated, against your standards before it merges, and streamlines evidence generation as you build. AI-assisted development compliance, built into how you ship.

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The compliance gap

Manual audit prep cannot keep pace

Regulated teams must prove code is secure, reliable, and governed across the full software development lifecycle. AI accelerates code volume while exploit windows collapse. Spreadsheets, screenshots, and late-stage reviews cannot match continuous delivery. Inconsistent enforcement creates audit gaps, costly rework, and regulatory exposure, and it holds back AI adoption in regulated industries. Regulators are ready. Are you?

DORA

ICT risk management and resilience requirements have applied to EU financial entities since January 17, 2025.

Cyber Resilience Act

Vulnerability reporting obligations have applied since September 11, 2026; main obligations follow on December 11, 2027.

EU Product Liability Directive

From December 9, 2026, the revised directive explicitly covers software and AI systems.

In-workflow AI code compliance

How SonarQube enforces compliance for AI-generated code

SonarQube embeds compliance-relevant controls into every agentic workflow, from before the generation begins to CI/CD.

Govern AI code

AI-generated code needs the same scrutiny as every other change, and the workflow has to fit how agents produce code.

  • Apply one consistent standard across human- and AI-generated code.
  • Verify in the agentic workflow, pull requests, and CI/CD before merge.
  • Adopt AI-powered development without multiplying security or compliance risk.

Enforce standards consistently

Quality profiles and quality gates define your standards centrally and apply them uniformly across teams, projects, and codebases.

  • Define security, maintainability, and reliability rules centrally.
  • Block pull requests that fail your required standards.
  • Give security and compliance leaders a single source of truth.

Streamline evidence generation

Evidence becomes a part of normal engineering activity, so audit preparation stops being a fire drill.

  • Capture analysis history, quality gate results, and security ratings automatically.
  • Track remediation with a clear record of issue assignment and fix.
  • Produce reports aligned with OWASP Top 10, CWE Top 25, PCI DSS, STIG, CRA, MISRA, and more.

Verify your software supply chain

SonarQube Advanced Security extends verification from your code into every dependency it relies on.

  • Identify vulnerable direct and transitive dependencies with SCA.
  • Flag license risk, take control over components and generate SBOMs for any applicable requirements, like CRA or DORA.
  • Block malicious packages before they reach production.

See regulatory readiness across the portfolio

Centralized dashboards give engineering and compliance teams a real-time view of codebase health.

  • Monitor issue detection & remediation status across every regulated project.
  • Confirm required quality profiles and gates are in use.
  • Demonstrate that controls are operating continuously, not just documented.
AI code governance

How do regulated industries govern AI-generated code safely

In regulated industries, AI adoption stalls when there is no defensible way to govern agentic code. The risk lands on security and compliance leaders who did not sign off on the AI threat surface.

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AI code verification at scale

SonarQube makes AI regulation in software development a workflow control, not a documentation exercise. Verify every change against the same standard, so you adopt AI at scale without losing the layer that makes it safe.

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Regulatory compliance mapping

Maps to the frameworks you are examined against: CRA, DORA, PCI DSS 4.0.1, ISO 27001, SOC 2, MISRA C++:2023, HIPAA, IEC 62304, IEC 62443, IEC 61508, and more.

How it works

How does SonarQube enforce coding standards continuously

1. Define standards centrally

Set quality profiles and quality gates, then apply them uniformly across every contributor, human or agent.

2. Enforce in the workflow

Verify every change in the agentic workflow, pull request, and CI/CD, blocking non-compliant code before it reaches production.

3. Generate evidence automatically

Analysis history, gate results, remediation tracking, and SBOMs produce a defensible record from everyday engineering activity.

Built for regulated industries

Compliance support across your sector

SonarQube supports codebase-level requirements that regulated teams are examined against, from finance to healthcare to automotive.

Finance

DORA, PCI DSS 4.0.1, SOX, GLBA, NIS2, FFIEC, etc.

Healthcare

IEC 62304, IEC 81001-5-1, HIPAA, FDA Cybersecurity, etc.

Automotive

ISO 26262, UNECE R155, MISRA, etc.

Manufacturing

IEC 62443, IEC 61508, NIST SP 800-171 / CMM, etc.

What Sonar users are saying

Trusted by 7M+ developers

We’re not just keeping quality high; we’re actually able to go faster… AI makes it easier to deliver velocity, but only if you provide the right context from tools like SonarQube.
Stephen Byrnes Distinguished Engineer Cisco
Overall I love the tool and I’m excited to dial up our usage, particularly as tools like Claude Code gain much wider adoption and we may be forced to reckon with the quality of what we’re creating.
Eliott Weiser Sr. Engineering Manager Sirius XM
With over 2,000 repos, manual enforcement isn’t feasible… now, every pull request automatically goes through quality gate checks, security analysis, and secret detection.
Pravien Sammandhankumar Head of DevOps Freshworks
The central verification platform is how we… avoid that trade-off [between speed and safety]. It keeps the checks early. It keeps them consistent, creates visibility so the devs can move quickly.
Abhay Sharma Head of Cloud and DevOps Australian Unity
As we move toward using AI tooling for code generation, it is reassuring to know that all our code is checked and scanned to provide a sanity check on the quantity of code being produced.
Sarah Burgess Lead Product Manager, Security Xero

Gartner® names Sonar a Magic Quadrant™ Leader

AI is generating code faster than teams can govern it. Sonar was named a Leader, and placed highest on Ability to Execute. We built the verification layer the AI development cycle actually needs.

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A G2 Leader for 6 years running
4.6 / 5

Frequently asked questions

How does SonarQube support AI code compliance?

SonarQube applies centralized quality and security standards to AI code. It embeds policy enforcement, review workflows, and reporting into everyday development, reducing the risk of non-compliant AI code reaching production.

Which compliance standards does SonarQube support?

SonarQube supports OWASP Top 10, OWASP ASVS, PCI DSS, CWE Top 25, STIG, MISRA C++:2023, and more. It also helps address secure development requirements in regulations like CRA, DORA, and NIST SSDF.

How does SonarQube simplify audit preparation?

SonarQube streamlines compliance evidence generation and makes policy enforcement visible across agentic workflows, pull requests, and CI/CD pipelines. It shows which standards are in place, where issues remain, and how remediation is progressing, reducing the manual effort of preparing for audits.

Does enforcing compliance slow delivery?

No. SonarQube moves verification into the agentic loops, IDEs, pull requests, and CI/CD, so teams catch issues earlier and reduce rework. This prevents the late-stage compliance work and release-blocking surprises that slow delivery most.

Prove compliance at AI speed

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