Aikido

Code analysis that reasons, not just scans.

Rule-based scanners miss entire classes of vulnerabilities like business logic flaws and broken access control. Aikido AI SAST finds them by reasoning across your code like a senior security engineer.

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THE PROBLEM

Rules only catch what they've been taught.

Every static analysis tool on the market has a structural limit.
It can only find vulnerabilities that fit a pattern someone already wrote a rule for. That means an entire class of vulnerabilities has always required a human security engineer to find.

What legacy SAST finds

Known patterns.
SQL injection, XSS, command injection
Hardcoded secrets and credentials
Insecure deserialization
Known OWASP Top 10 patterns
Path traversal, SSRF

What only AI SAST finds

Logic that looks correct but isn't.
Credit retention after cancellation
IDOR: accepting another user's order ID
Privilege checks that break at service boundaries
Auth gaps from unexpected code path interactions
Race conditions that depend on timing
These are the vulnerabilities behind the breaches that make the news.
No rule will ever catch them because they require understanding what the code is supposed to do, and reasoning about where it fails.
COMPARING FINDINGS

What each type of SAST engine catches.

Legacy SAST

Finds the obvious vulnerabilities but buries it in a pile noise.
Pattern matches the SQL sink and flags it. Also flags 40 more that aren't reachable and you need to figure out.

Aikido SAST

Knows which findings actually matter. Aikido works out which findings are actually exploitable and pushes those to the top. The rest get filtered out.

Aikido AI-Native SAST

Catches what no rule could describe. An IDOR across the order, payment, and user services. No syntactic pattern to match. Only a model reasoning about ownership and intent finds it.

WHAT THE ENGINE FINDS

Find vulnerabilities that used to  need a pentester to dig up.

Broken authorisation and  access control

AI SAST looks at what your code is supposed to enforce, not just what it literally says. That's how it catches IDOR, privilege escalation, and subscription tier bypasses that a rule-based scanner would miss.

Vulnerabilities that live between services

One service trusts another. That trust breaks at the boundary. Traditional scanners look at files in isolation and miss it. AI SAST follows the logic across services to where it actually falls apart.

Attack chains buried in  low-severity findings

A minor issue in one place, connected to something sensitive elsewhere, can be a critical vulnerability. AI SAST traces that chain from entry point to impact so you see what's dangerous, not just what scored highest.

"Best value for money. Coming from Snyk, it was too expensive and Aikido has better SAST capabilities. The mechanism that prevents false positives is superb."

Konstantin S.Head of Information Security, OSOME

Read the story
COMPARING ENGINES

Start with rules. Go deeper with reasoning.

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Legacy SAST
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Aikido SAST
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Aikido AI SAST
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Developers are using AI tools your security team has never reviewed

SAST
See every AI tool
Know exactly which AI models, services, and agent skills each developer is using across your entire fleet, in real time.
SAST
Block risky plugins
MCP servers and AI agent skills can run arbitrary code. Aikido lets you block or approve them before anything runs.
SAST
Detect prompt injection
Every call to an AI service is inspected for injection patterns. Attacks blocked before they reach the model.

Try AI SAST on your code.

Connect a repo and see what Aikido AI SAST finds in minutes.
Or run it alongside your current SAST and we'll show you what's missing.

Faq

Your AI SAST questions answered

What is SAST?

Static Application Security Testing (SAST) is static code analysis focused on security vulnerabilities. It examines your source code (without executing it) to find weaknesses that could lead to security issues.

What makes a SAST tool great?

The "best" SAST tool depends on your needs - the ideal solution is one that finds real vulnerabilities with minimal noise and fits into your development workflow. Key factors include broad language support, CI/CD integration, scan speed, and low false-positive rates. Many teams evaluate SAST tools like Checkmarx, Snyk, Veracode, or Aikido's own SAST solution based on these criteria. (We're obviously biased, but Aikido's SAST is built with those developer-friendly goals in mind.)

Which other security testing should be used in addition to SAST?

SAST is just one layer of application security; you'll want to pair it with other scanners for full coverage. Dynamic Application Security Testing (DAST) finds vulnerabilities in a running application (simulating external attacks) that static code analysis might miss. You should also use Software Composition Analysis (SCA) to scan for known vulnerabilities in third-party libraries and dependencies. Many teams add secrets scanners, container image scanners, or even IAST for runtime insights - no single scanner catches everything, so a defense-in-depth approach is best.

What are the differences between SAST, DAST, SCA, & IAST?

SAST vs DAST: SAST analyzes source code without running it, whereas DAST tests the live application from the outside (like a black-box attack).SAST vs SCA: SCA (Software Composition Analysis) doesn't examine your code's logic at all - it scans the open-source libraries and components your software uses, checking for known vulnerabilities in those dependencies.SAST vs IAST: IAST (Interactive Application Security Testing) is a hybrid approach that instruments a running application to find vulnerabilities from the inside in real time. In short, SAST finds issues in your own code before runtime, DAST finds issues during runtime externally, SCA checks the components your app is made of, and IAST monitors the app internally during execution for a more interactive analysis.

What are some SAST vulnerabilities examples?

SAST tools typically catch code vulnerabilities, such as SQL injection and cross-site scripting (XSS) vulnerabilities. They can also detect issues like buffer overflows, command or path injection, insecure deserialization, and hard-coded secrets or credentials. Essentially, if it's a code-level security flaw (think OWASP Top 10 issues like injection flaws, XSS, etc.), a SAST scan can probably flag it.

What languages are supported by Aikido’s SAST?

Aikido’s SAST supports all major programming languages out of the box. This includes JavaScript/TypeScript, Python, Java, C#/.NET, C/C++, PHP, Ruby, Go, Kotlin, Swift, Rust, and many others. The platform isn’t picky about language versions either – whatever language you’re coding in, Aikido’s static analysis probably has you covered.

How does Aikido’s SAST reduce false positives?

By design, Aikido’s SAST focuses on real security issues and filters out the noise. It uses a combination of fine-tuned rules and AI-powered triaging to weed out non-security alerts and “cry-wolf” warnings. In fact, through rigorous rule testing and an AI reachability engine, Aikido cuts false positives by up to ~95%. The result: you get high-confidence findings (actual vulnerabilities) rather than a flood of pointless alerts.

Does Aikido’s SAST support CI/CD integration?

Yes – Aikido’s SAST plugs directly into your CI/CD pipeline. It supports integrations with popular CI/CD systems like GitHub Actions, GitLab CI, Jenkins, CircleCI, Azure DevOps, and others. This means your code is automatically scanned for security issues on each commit or pull request, catching vulnerabilities early without disrupting your normal DevOps workflow.

Can Aikido SAST auto-fix vulnerabilities?

It can. Aikido's SAST comes with an AI AutoFix feature that suggests and even generates code fixes for certain vulnerabilities. In practice, when a flaw is found, the platform can automatically open a pull request with the proposed fix (or show you the patch), so you can review and merge the solution with a click. This turns remediation from a manual chore into a quick, assisted step.

How is Aikido’s SAST different from tools like Snyk or Checkmarx?

Aikido’s SAST takes a more developer-centric and intelligent approach compared to older tools like Snyk or Checkmarx. Legacy SAST scanners often overwhelm developers with noisy results and false positives, and they leave all the fix-up work to you. Aikido, on the other hand, prioritizes real issues (cutting out ~95% of the noise) and even provides one-click AI-generated fixes to speed up remediation. It also integrates deeply with your dev workflow (CI/CD, IDEs) and allows custom rules – so it feels like a helpful coding assistant rather than a tedious security gatekeeper.

Where can I find more documentation about Aikido’s SAST?

For in-depth guides on setup, language support, CI/CD integration, and advanced features, visit the Aikido SAST documentation on our website. The documentation and knowledge base provide technical details, examples, and best practices to help you get the most out of Aikido’s SAST. (Our main product page and blog are also great resources for additional tips and use-cases.)