Security Tool Comparisons
In-depth, vendor-neutral comparisons of leading application security tools. Based on academic benchmarks, practitioner reports, and official documentation.
How we compare security tools
These comparisons pull from academic benchmarks (OWASP Benchmark, EASE 2024), independent security assessments, practitioner reviews on G2 and Gartner, pricing data, and official docs. When a vendor's marketing says one thing and independent data says another, we show both.
Konvu sits downstream of SAST and SCA tools and triages their output for exploitability. Konvu is not a scanner. We get paid for the decision on a finding, not for the finding, and Konvu reads from every tool on this list. We have no reason to talk you off the scanner you already run, and we will tell you where each one is genuinely strong.
Each guide covers detection accuracy, false positive rates, language support, custom rules, CI/CD fit, pricing, and enterprise features. We flag where a tool genuinely excels, where it falls short, and where independent data just does not exist yet.
We review and update these regularly. Something wrong or outdated? Tell us.
Aikido Security vs Snyk: A Deep Technical Comparison (2026)
Aikido lists $350/$700/$1,050 per month at 10 seats. Snyk's $25 per contributing developer is per product, not per platform. Tier-by-tier on engines, noise controls, and what neither platform does.
Dependabot vs Renovate: A Technical Comparison
Dependabot is GitHub-hosted and configured with a short YAML file. Renovate has 200+ options and runs on GitLab, Bitbucket, and Azure DevOps. Automerge, PR noise, and free-tier limits compared.
Checkmarx vs Black Duck: A Deep Technical Comparison (2026)
Checkmarx One bundles SAST, SCA, DAST, and more. Black Duck splits across Polaris, Coverity, and Black Duck SCA. SAST depth, FedRAMP, and pricing compared.
Checkmarx vs Veracode: A Deep Technical Comparison (2026)
Checkmarx scans source code with a fully customizable query engine. Veracode scans compiled binaries with zero rule maintenance. FedRAMP and pricing compared.
SCA vs SAST: What Each Tool Actually Does (and Doesn't)
SCA scans your third-party dependencies. SAST scans the code your team wrote. Most apps are 77-90% third-party. Which to deploy first, and what each misses.
Semgrep vs CodeQL: A Deep Technical Comparison (2026)
CodeQL scores higher on the OWASP Benchmark (74.4% vs 69.4% F1). Semgrep scans in about 10 seconds. CodeQL can take 30+ minutes. Pricing, and when to run both.
Semgrep vs SonarQube: A Deep Technical Comparison (2026)
Semgrep is built for security scanning. SonarQube rules are about 85% code quality, 15% security. Benchmarks, pricing at scale, and when to run both.
Snyk vs SonarQube: A Deep Technical Comparison (2026)
Snyk is stronger for dependency security. SonarQube is stronger for code quality enforcement, and far cheaper at scale. Full pricing, and why teams run both.
Snyk vs Semgrep: A Deep Technical Comparison (2026)
Independent benchmarks show Semgrep beating Snyk on SAST detection (14.3% vs 11.2%). Snyk is a Forrester Wave SCA Leader. Full pricing, and when to run both.
How Konvu compares
Konvu vs Aikido: One Platform or the Scanners You Already Run (2026)
Aikido replaces scanners with one platform. Konvu keeps Snyk, Checkmarx, Wiz or Black Duck and proves which findings are exploitable. Who should pick which.
Konvu vs Checkmarx: Validating Checkmarx Findings Before Developers See Them (2026)
Checkmarx AI Triage proposes Not Exploitable for a reviewer. Konvu reproduces the exploit and returns verdicts with evidence on Checkmarx findings.
Konvu vs Claude Security: Finding Vulnerabilities vs Proving Them (2026)
Claude Security finds bugs and verifies them by reading code. Konvu runs the exploit against a copy of your app, then ships the fix. How to run both.
Konvu vs Codex Security: Validation When Possible, or Exploit Proof by Default (2026)
Codex Security finds vulnerabilities and validates them when possible. Konvu reproduces every vulnerability report by default. How they differ and fit together.
Konvu vs Endor Labs: Reachability vs Exploitability (2026)
Endor Labs shows the call path. Konvu checks whether an attacker can use the finding and reproduces the exploit. How each decides, and how to run both.
Konvu vs Semgrep: Deciding Which Semgrep Findings Are Exploitable (2026)
Semgrep finds issues and Multimodal triages mostly Semgrep Code. Konvu checks environment and attacker input on Semgrep findings, then reproduces the exploit.
Konvu vs Snyk: Proving Which Snyk Findings Are Exploitable (2026)
Snyk says fix it when the upgrade is safe. Konvu proves which Snyk findings an attacker can use, reproduces the exploit and ships the fix. How to run both.