2026 Guide Compares 10 AI-Powered SAST Tools
Summary
A vendor-authored guide compares 10 AI-enabled SAST tools, distinguishing AI-native detection from AI layered onto deterministic scanners. It outlines evaluation criteria, tool features and limitations, while presenting Aikido’s offerings favorably.
Key points
- The guide distinguishes AI-native SAST, where a reasoning model is the primary detector, from AI-assisted SAST, which retains deterministic detection and uses AI for tasks such as triage, language coverage, or fixes.
- It recommends evaluating where AI is used, fit with source-control and CI/CD workflows, pricing, and false positives on a team's own code.
- Aikido says its AI Code Audit analyzes code across files and languages; the guide also repeats the vendor's claims about pentest-like coverage and lower cost without independently validating them.
- ZeroPath scans changed lines in pull requests, so the guide warns it may miss vulnerabilities in unchanged code that a change makes reachable.
- Depthfirst validates findings with dynamic tests and checks fixes by replaying attacks, but its full workflow requires a deployable application environment.
- The guide says Snyk Agent Fix checks generated fixes by rerunning static analysis, but is limited to local-file fixes.
- The comparison discusses differences in language coverage, integrations, setup, pricing transparency, and workflow support; it is not a uniform independent benchmark.
Article Details
- Topic
- Comparison of AI-powered static application security testing (SAST) tools, including AI-native and AI-assisted approaches.
Vendors
Aikidounderneath, like traditional SAST. Examples of vendors that offer modern AI-native SAST include Aikido Security, BlackDuck, ZeroPath, Corgea, AISLE, and Depthfirst. The AI reads the code and finds vulnerabilities,Aisleof vendors that offer modern AI-native SAST include Aikido Security, BlackDuck, ZeroPath, Corgea, AISLE, and Depthfirst. The AI reads the code and finds vulnerabilities, as a senior engineer might. As a result,Black DuckSAST, it is much cheaper and consequently more scalable. Examples on this list include Aikido Security, Black Duck, Checkmarx, Snyk Code, GitHub Advanced Security, and Endor Labs.Checkmarxmuch cheaper and consequently more scalable. Examples on this list include Aikido Security, Black Duck, Checkmarx, Snyk Code, GitHub Advanced Security, and Endor Labs.CorgeaSAST. Examples of vendors that offer modern AI-native SAST include Aikido Security, BlackDuck, ZeroPath, Corgea, AISLE, and Depthfirst. The AI reads the code and finds vulnerabilities, as a senior engineer might. As aDepthFirstthat offer modern AI-native SAST include Aikido Security, BlackDuck, ZeroPath, Corgea, AISLE, and Depthfirst. The AI reads the code and finds vulnerabilities, as a senior engineer might. As a result, AI-nativeEndor Labson this list include Aikido Security, Black Duck, Checkmarx, Snyk Code, GitHub Advanced Security, and Endor Labs.GitHubmore scalable. Examples on this list include Aikido Security, Black Duck, Checkmarx, Snyk Code, GitHub Advanced Security, and Endor Labs.Snykand consequently more scalable. Examples on this list include Aikido Security, Black Duck, Checkmarx, Snyk Code, GitHub Advanced Security, and Endor Labs.ZeropathSAST. Examples of vendors that offer modern AI-native SAST include Aikido Security, BlackDuck, ZeroPath, Corgea, AISLE, and Depthfirst. The AI reads the code and finds vulnerabilities, as a senior engineer
Products
AI Code AnalysisAI Code Analysis provides pentest-grade security reasoning applied directly to source code. But unlike AI pentesting, you don’t need a staging URL or live environment. To set it up, you just need to give it repo access.AI Code Auditthat ships both a deterministic AI-assisted SAST scanner and a separate AI-native detection product (AI Code Audit) that independently reasons about business logic, access control, and exploit chains. Most tools onlyAikido PentestFor teams that want runtime validation too, Aikido Pentest runs the same agentic engine against a live target as AI Code Audit, and the two products complement each other. Use Code Audit for source-level reasoning onAISLEof vendors that offer modern AI-native SAST include Aikido Security, BlackDuck, ZeroPath, Corgea, AISLE, and Depthfirst. The AI reads the code and finds vulnerabilities, as a senior engineer might. As a result,Black Duck Assistdelivered as Polaris fAST Static. The AI assistance on top of their deterministic SAST comes from Black Duck Assist, integrated into both the Polaris platform and the Code Sight IDE plugin. Assist generatesBlack Duck SignalBlack Duck Signal is the AI-native scanner, available since March 2026. Like Aikido’s AI Code Audit, it uses an agentic architecture (multiple role-based and task-based agents rather than a single model) powered byCheckmarxmuch cheaper and consequently more scalable. Examples on this list include Aikido Security, Black Duck, Checkmarx, Snyk Code, GitHub Advanced Security, and Endor Labs.CodeIQCorgea is another AI-native SAST tool. Its CodeIQ engine pairs LLM reasoning with AST parsing for detection. PolicyIQ lets teams define business context in natural language, and the company has fine-tuned its own LLMCodeQLGitHub Advanced Security pairs its SAST engine, powered by GitHub’s own CodeQL, with newer AI-powered security detections. Copilot AutofixCopilot Autofix is GitHub's other primary AI security feature, included in GHAS at no extra Copilot cost. It takes a CodeQL alert's description and location to generate both a suggested code fix and a plain-languageCopilot code reviewGitHub’s Copilot code review is one of GitHub's AI security surfaces. You add Copilot as a reviewer on a pull request, and it posts inline comments on potential bugs, security issues, performance problems, and codeCoverityBlack Duck's deterministic SAST is sold as either Coverity (on-prem) or as the Polaris Platform (SaaS), where the SAST capability is delivered as Polaris fAST Static. The AI assistance on top of their deterministic SASTEndor CodeEndor Labs AI SAST tool, released in 2025, is a part of the Endor Code product. Their SAST system runs Opengrep for detection, and if the AI SAST is enabled, it then passes findings through AI agents for classification.GitHub Advanced Securitymore scalable. Examples on this list include Aikido Security, Black Duck, Checkmarx, Snyk Code, GitHub Advanced Security, and Endor Labs.OpengrepEndor Labs AI SAST tool, released in 2025, is a part of the Endor Code product. Their SAST system runs Opengrep for detection, and if the AI SAST is enabled, it then passes findings through AI agents for classification.Polarisby ContextAI, Black Duck's security model. Signal runs independently and feeds its findings into its Polaris platform, where it can also add reachability analysis on top of the deterministic SAST findings toPolaris fAST StaticCoverity (on-prem) or as the Polaris Platform (SaaS), where the SAST capability is delivered as Polaris fAST Static. The AI assistance on top of their deterministic SAST comes from Black Duck Assist, integrated intoSnyk Agent FixSnyk's autofix is now called Snyk Agent Fix, rebranded from DeepCode AI Fix in May 2026 and rebuilt with an agentic architecture. When the detection engine finds a vulnerability, Snyk pulls human-written fix examplesSnyk Codeand consequently more scalable. Examples on this list include Aikido Security, Black Duck, Checkmarx, Snyk Code, GitHub Advanced Security, and Endor Labs.ZeroPathSAST. Examples of vendors that offer modern AI-native SAST include Aikido Security, BlackDuck, ZeroPath, Corgea, AISLE, and Depthfirst. The AI reads the code and finds vulnerabilities, as a senior engineer