Compliance in AI-powered software delivery

Take AI code from pilot to production in regulated markets

Don’t let regulation hold AI adoption back. SonarQube verifies AI code inside existing workflows, streamlining compliance without slowing delivery.

Talk to an expertStart free trial
Trusted by over 7M developers and 75% of the Fortune 100
Mercedes Benz
Nvidia
Santander
secureAI adoption in regulated industries

Every line of AI code has to deliver value and withstand scrutiny

Regulated enterprises are under pressure to capture the gains AI coding tools promise. Every AI code change must also hold up to auditors, regulators, and security reviews from day one. Speed without governance creates exposure, and governance without speed leaves the investment unproven.

  • Faster delivery that still meets security and quality standards
  • Returns on AI investment without added regulatory exposure
  • Governance from the first AI code change, not retrofitted later
lockThe Sonar approach

Make compliance a product of everyday delivery

Your agents write fast, and SonarQube makes sure they write to standard. Verification runs inside the agentic workflow, giving every AI code change the scrutiny regulated software demands from day one without slowing delivery, while each check leaves defensible evidence that streamlines compliance.

  • Quality profiles and gates that hold every AI code change to your standards
  • Defensible evidence of every check, ready for auditors from the first release
  • Clear view of AI code issues and codebase health across the whole portfolio

A governed path from AI output to production

Teams get the controls for secure AI-assisted development built into their workflow, so AI investment turns into compliant, production-ready software faster.

Central quality gates

Release conditions set by governance and applied to every project, team, and AI tool

Guidance before generation

Sonar Vortex gives AI agents the organization's standards and guardrails before they write code

Verification in the agent loop

Issues flagged inside the agentic workflow while context is fresh and fixes are cheapest

Security and supply chain

SAST, secrets detection, IaC analysis, SCA, and SBOM in one engine for AI code risk

Framework-mapped reporting

Reports aligned to OWASP Top 10, CWE Top 25, PCI DSS, STIG, and MISRA for audit-ready evidence

Portfolio visibility

One view of code health and regulatory readiness for AI, security, and compliance leaders

features

Ship AI code you can stand behind

Turn AI speed into business value that lasts

AI coding tools pay off when their output stays reliable, secure, and easy to build on. SonarQube holds AI code to standard inside the agentic workflow, so agents work from a healthier codebase, fewer issues reach review, and capacity goes to new value instead of rework.

  • Velocity gains from AI that hold up release after release, not just at launch
  • Fewer issues reaching pull requests, so reviews stay short and focused
  • A healthier codebase that gives agents better context and fewer retries

Separate the AI that writes code from what verifies it

An agent reviewing its own output is one model's opinion of another. SonarQube applies a separate, algorithmic method to every change, with results that are explainable, repeatable, and consistent however the code was written. That independence makes AI code defensible.

  • Clear separation between code generation and code verification
  • Explainable, repeatable results on every analysis
  • Low false-positive rate, so findings get fixed, not ignored

Streamline compliance as a byproduct of delivery

Analysis history, quality gate results, security ratings, remediation tracking, and SBOMs build up as teams work. Compliance leaders get continuous proof that controls operated on AI code, supporting AI regulation software development needs across the EU AI Act, CRA, DORA, etc.

  • Continuous control evidence instead of point-in-time snapshots
  • Fewer audit fire drills pulling teams off roadmap work
  • Trusted by 75% of the Fortune 100 and leading global banks
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.

Download the report
A G2 Leader for 6 years running
4.6 / 5

Frequently asked questions

How does SonarQube support AI code compliance in regulated industries?

SonarQube supports AI code compliance in regulated industries by verifying every AI code change against the organization’s security, quality, and coding standards inside the agentic workflow, pull request, and CI/CD. Compliance becomes part of everyday delivery, as quality gates hold changes that miss the bar and compliance reports give teams defensible evidence that controls operated.

How does SonarQube support Cyber Resilience Act compliance?

SonarQube supports Cyber Resilience Act compliance by helping teams build secure-by-design software, manage vulnerabilities in code and open-source dependencies, and generate SBOMs. These capabilities apply equally to AI code, so manufacturers of products with digital elements can show that secure development and vulnerability handling keep pace with AI output.

How does SonarQube support DORA compliance for financial services?

SonarQube supports DORA compliance by embedding secure development controls into how financial entities deliver software, including code written with AI tools. Consistent quality gates, dependency risk analysis, and traceable remediation records help demonstrate the ICT risk management and change management practices DORA expects.

How does SonarQube support PCI DSS 4.0.1 compliance?

SonarQube supports PCI DSS 4.0.1 compliance by checking custom software, including AI code, against secure coding rules and producing reports mapped to the standard. This helps organizations show that software is reviewed for vulnerabilities before release, in line with the secure development expectations of Requirement 6.

What audit evidence does SonarQube provide for AI code?

SonarQube provides audit evidence for AI code through analysis history, quality gate results, security ratings, remediation tracking, SBOMs, and reports mapped to standards like OWASP Top 10, CWE Top 25, PCI DSS, STIG, and MISRA. This record builds continuously as teams ship, so compliance teams can show controls operated across the SDLC rather than at one audit point.

Can AI code meet compliance standards without slowing delivery?

Yes, AI code can meet compliance standards without slowing delivery when checks run inside the agentic workflows, pull request, and CI/CD that teams already use. SonarQube surfaces issues where code is written, so regulated organizations scale AI development compliance while releases keep moving and audit preparation stays light.

Scale AI code with confidence you can defend

Give AI strategy, security, and compliance leaders one independent layer for AI code governance, so adoption moves past pilots with control intact.

Talk to an expertStart free trial