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Checkmarx Fusion SAST:
Find More Real Vulnerabilities

AI-generated code ships in more languages than most SAST tools support. Checkmarx Fusion SAST pairs proven analysis with frontier-model reasoning to find what either misses alone, at predictable cost.

4.1 X
More True Positives
Found by Fusion SAST than by Claude Security.
2.2 X
Higher Fidelity
Than Claude Security on the same SAST benchmark (F1 of 0.74 vs. 0.33).
40 %
Lower Scan Spend
Than Claude Security running the same workload with the Fusion SAST scanner.

More Signal. Less Noise.
A SAST Tool Built to Find Everything That Matters.

Different methods catch different risks. Checkmarx brings complementary strengths together in one fused SAST experience.
From source code scanning to remediation, Checkmarx Fusion SAST gives enterprise teams the accuracy, coverage, and AI-powered intelligence to secure code without slowing down delivery.

High Fidelity SAST Tool

A deterministic engine for core languages, plus LLM-based scanning with Fusion SAST for emerging languages and frameworks that rules alone don’t cover. If LLMs can code it, we can scan it.

Try Scanning in a Demo

Several curated frontier models reason about your code, each approaching it differently, to surface vulnerabilities with no known rule and no prior CVE. Choose the depth and cost you need.

Try Checkmarx Fusion SAST in a Demo

Fusion findings flow directly in Checkmarx One, where Risk Orchestration adds application, risk, policy, and ownership context. Triage Assist helps determine what needs action using reachability and exploitability, while Remediation Assist generates review-ready fixes for developers.

See AI-powered Triage & Remediation in Action

Full SAST scans for deep analysis, incremental scans for PR-level speed. Fusion is on by default in the Checkmarx SAST scanner. Run frontier-model reasoning when Credits are available, or turn it off and continue as before.

Try Code Scanning in a Demo

Scan source code directly from GitHub, GitLab, Azure, and Bitbucket with no compilation needed. Fusion SAST runs in the workflow your team already uses, so deeper analysis never means a second scanner to deploy.

See Multiple Results in One

With AI generating unprecedented amounts of code, security has to be an enabler, not a bottleneck. This hybrid approach combining rules-based precision with
AI-powered reasoning gives AppSec teams a way to scale while delivering high fidelity performance. The industry finally has an approach built for what AI demands.

Erik Brown, Business Information Security Officer, Nelnet

Checkmarx Fusion SAST is part of the

Claude Marketplace

Checkmarx is a proud member
of the Cyber Verification Program

Proven Analysis. Frontier Reasoning.
One Higher-Fidelity Result.

Fusion SAST combines Checkmarx's established application security analysis with curated frontier reasoning from Anthropic via Amazon Bedrock. Findings Analysis reconciles the results into a single, higher-fidelity view of application risk.

Application Code
Always on
High-Fidelity SAST Foundation

Established application security analysis

F1 score 0.64 +0.101

Checkmarx Fusion SAST

  • Rules and program analysis
  • AI-based analysis where applicable
  • Supported Anthropic models via Amazon Bedrock
  • Reasoning across complex code and logic
  • Additional discovery beyond established patterns
No frontier-model Credit consumption Credits usage based on:

Selected model • lines of code scanned

Findings Analysis / Reconcilation

  • Classify
  • Reconcile
  • Deduplicate
  • Reduce noise

Predetermined Credit rates.
Economics you can forecast.

Explore Checkmarx Pricing & Credits

Checkmarx Fusion is a compelling example of what becomes possible when organizations bring frontier AI intelligence to bear within the kind of deep security context Checkmarx has spent decades building.

Ashraf Alhashim, Head of Enterprise Security GTM, Anthropic
See Fusion SAST on Real Code

Every Language. Every Vulnerability. One Fusion SAST Scanner.

  • Any language. Highest-fidelity findings. Zero compromises.
  • Fusion SAST catches what AI-only tools miss and what rules-based tools can’t reach.
  • One result set. Your existing workflow. Nothing new to learn.

Enterprise SAST Tool Built for the AI-DLC

AI is changing how code gets written and how vulnerabilities are found and fixed. Checkmarx Fusion SAST is built for that shift, combining high-fidelity analysis, broad coverage, and intelligent remediation across the AI-DLC.

Problem

AI-generated code ships faster than scanners can follow

Solution

Coverage Without Tradeoffs

AI-only scanners can return different results on each scan and miss new languages. Checkmarx delivers consistent results on every scan, across every language, without trading accuracy for breadth.

Problem

AI Scaled Your Code Faster Than You Can Keep Up

Solution

Close Security Gaps

AI generates code faster than security teams can scale. 81% of organizations already knowingly ship vulnerable code. Every gap is a finding that slips through. Checkmarx closes it, across every language, at every stage of the pipeline.

Problem

Noise kills adoption. False positives kill trust in your SAST results

Solution

Cut the Noise

Findings Analysis cuts false positives by 60%, automatically, classifying SAST scan results before they reach your team so the findings that matter get fixed.

Problem

Vulnerabilities found too late cost more to fix

Solution

Fix Where Developers Work

Checkmarx surfaces findings in IDEs, PR checks, and pipelines with fix guidance developers can act on earlier. Security stays inside the development flow, reducing rework and late-stage cost.

Problem

No one approach finds everything

Solution

End the tradeoff between proven analysis and frontier reasoning

Checkmarx Fusion SAST adds frontier-model reasoning on top of the proven hybrid engine, then reconciles every finding into one result your team can investigate and act on.

Checkmarx Fusion SAST Scanner

Find Source Code Vulnerabilities
Rules or AI Alone Miss

Checkmarx Fusion adds curated frontier AI models on top of the hybrid engine, closing blind spots no single model or ruleset catches alone.
Built for regulated environments and AI-era codebases.

Checkmarx SAST FAQ

Checkmarx Fusion SAST is Checkmarx’s highest-fidelity static application security testing experience. It combines established Checkmarx application security analysis with curated frontier-model reasoning to produce one fused, higher-fidelity result.

It is designed to find more real vulnerabilities, including novel and contextual risks established detection may miss, without turning broader discovery into a larger backlog of noise.

Checkmarx Fusion SAST improves detection without increasing noise. In SAST testing, F1 accuracy score increased to 0.74, meaning Checkmarx found more real vulnerabilities while preserving precision.

The core SAST foundation does not consume frontier-model Credits. Additional frontier reasoning in Fusion SAST is metered through Checkmarx Credits at a predetermined rate based on the selected model and lines of code scanned, visible before the scan runs.

Checkmarx SAST already provides a high-fidelity hybrid analysis foundation using rules analysis plus AI-based analysis where applicable. Fusion SAST adds curated frontier-model reasoning for deeper discovery.

F1 measures precision and recall together: how effectively a scanner finds real vulnerabilities while avoiding false positives.

Fusion SAST supports a curated set of frontier models, including models from Anthropic. Available models can evolve as Checkmarx validates new capabilities, so teams benefit from advances in frontier reasoning without tying their application security architecture to a specific model version. 

The models used within Fusion SAST are enabled through Amazon Bedrock, which protects customer source code and data from being shared back with Anthropic. All exchanges stay contained within the customer’s own cloud environment or tenant.

No. Fusion SAST operates within the Checkmarx One workflow. Teams use their existing repositories, scan configuration, and application-security processes rather than deploying a separate frontier-AI scanning system.

Most SAST tools rely on pattern matching against predefined rules. Checkmarx SAST uses a hybrid approach: deterministic, auditable analysis for core languages, an AI-powered engine for emerging and AI-generated code, and automatic classification that cuts noise by 60%. The result is 70% better fidelity than traditional SAST. Coverage, precision, and signal in the same scan.

Findings Analysis is an AI-powered capability that evaluates scan results and classifies each finding as a likely true positive or false positive before it reaches your team. It reduces noise automatically so engineers focus on findings worth fixing.

Frontier models can identify vulnerabilities, reason across complex code, and propose fixes. Fusion SAST combines that reasoning with Checkmarx’s established security analysis and findings validation in one enterprise SAST workflow. Through Checkmarx One, teams can also apply security policies, manage findings in context, and connect detection to triage and remediation.

The advantage is a complete governed security workflow rather than building and maintaining these capabilities around a standalone frontier model.

AI-generated code can accelerate development, but it does not guarantee secure output. Checkmarx Fusion SAST scanner validates generated and human-written code with hybrid analysis, broad language coverage, and Findings Analysis to reduce noise.

Checkmarx Fusion SAST is part of the Checkmarx One platform. This allows a complete enterprise application security program to run on a single platform, reducing total cost of ownership and allowing for correlation and better actionable insights. The Checkmarx One platform includes SAST security scanning, DAST security scanning, AI Supply Chain Security, AI BOM, SCA, SCS, API Security, IaC Security, and Container Security.

On-premises SAST uses a rules-based scanning engine. SAST on Checkmarx One includes the AI-based engine, the Findings Analysis Engine, and Checkmarx Fusion. None of which are available on-premises. If you’re running on-premises today, moving to Checkmarx One is how you access the full hybrid scanning architecture and the F1 gains that come with it. Learn more in the on-prem to cloud migration brief.

Checkmarx SAST supports a broad range of modern, enterprise, and legacy languages, including Java, JavaScript, TypeScript, Python, C#, C/C++, Go, PHP, Ruby, Swift, Kotlin, COBOL, PL/SQL, and more.

With Fusion SAST, LLM-based scanning extends detection to emerging languages and frameworks that deterministic rules don’t cover.

A SAST security scan reviews source code, looking for vulnerabilities in static code – it doesn’t require the application to be running. In contrast, a dynamic application security testing (DAST) scan evaluates a running application, testing how it behaves in real-time by simulating attacks. While SAST finds issues in the code, DAST focuses on identifying runtime vulnerabilities like authentication or input validation problems.

Checkmarx Professional Services offers the Checkmarx Application Security Assessment & Remediation Service. This is a focused engagement with Checkmarx. We map and prioritize exploitable vulnerabilities in your code, help confirm it, provide the best course of action for the code fixes that matter most, and document the remediation.

Yes. Checkmarx SAST scans source code directly from repositories such as GitHub, GitLab, Azure, and Bitbucket, without requiring a build. As an enterprise SAST tool, it adds security analysis, workflow integration, fix guidance, and risk context beyond basic source code scanning.

Experience a High-Fidelity SAST Tool in Action

Сheckmarx Fusion SAST scans source code, finds critical vulnerabilities, and gives teams the coverage and fidelity to deliver secure applications.

Find Critical Vulnerabilities
in Your Applications

Hybrid Engine Accuracy

A hybrid query-and-AI-based engine delivers precise results across your entire codebase.

Checkmarx Fusion

Checkmarx Fusion SAST – Curated AI models reason about your code from different angles.

  • Widest Coverage

    The broadest language and framework coverage, from established enterprise languages to emerging ones.

  • Developer-First Remediation

    Integrate SAST into the IDE and get AI-powered fix guidance right where developers work.

Get Started

Find What Your
Current Scanner Is Missing.

Request a personalized demo and see what Checkmarx SAST finds in code your current tool cannot.

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A Forrester Wave Leader™
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