Finding vulnerabilities at every stage: what to run, and when
aikido.dev | blog | #ai-security | #pentesting | #devsecops | #sast | #application-security | #vulnerability-detection | #code-security
Summary
Aikido maps four complementary ways to find vulnerabilities — traditional SAST, deep PR review, AI code analysis and AI pentesting — explaining what each catches and where it fits in the lifecycle.
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- Collected
--- id: 6511 title: "Finding vulnerabilities at every stage: what to run, and when" source_domain: aikido.dev source_url: "https://www.aikido.dev/blog/which-security-tool-do-you-need" published_at: "2026-08-12T00:00:00Z" tags: ["ai-security", "pentesting", "devsecops", "sast", "application-security", "vulnerability-detection", "code-security"] phying_url: "https://phying.com/item/6511" lang: en --- # Finding vulnerabilities at every stage: what to run, and when ## Summary Aikido maps four complementary ways to find vulnerabilities — traditional SAST, deep PR review, AI code analysis and AI pentesting — explaining what each catches and where it fits in the lifecycle. ## Intelligence Metadata - **Sources:** aikido.dev - **Published:** 2026-08-12T00:00:00Z - **Original:** https://www.aikido.dev/blog/which-security-tool-do-you-need - **Phying News:** https://phying.com/item/6511