Detailed Comparison
How Vigolium stacks up against every alternative: pentesters, scanners, bug bounties, AI code reviewers, and the latest AI security tools.
Competitive Landscape
Why AI Code Review ≠ Security Testing
The new wave of AI tools reviews your diff. A hacker attacks your running app. Three structural differences:
Scope
AI code reviewers see the 40 lines in your PR.
Vigolium ingests the entire repo: every route, every auth flow, every downstream service, plus the live running app.
You can't find a cross-endpoint auth bypass by staring at one file.
Action
AI code reviewers reason about code and leave suggestions.
Vigolium writes exploit payloads, fires them at your app, and watches the response.
Static reasoning can't prove a bug is exploitable. A real request can.
Signal
AI code reviewers produce prose hints, often wrong, always unvalidated.
Vigolium produces a finding with an HTTP request, a response, and a reproduction.
Your engineers don't need more opinions. They need proof.
What AI Code Reviewers Structurally Can't Catch
Vigolium vs. GPT-5.5 Cyber
Head-to-head on the exact job a security buyer is trying to do.
Vigolium vs. Opus 4.7
Claude Code is a strong coding agent. Vigolium is built for serious security audits.
Takeaway
Vigolium found 37 critical and high severity vulnerabilities compared to 2 findings in normal Claude Code, even with skills enabled.
Claude Code with Opus 4.7 can produce a solid static security review. Vigolium goes further: audit the entire repo, validate findings with proof, and deliver actionable results.
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From zero to first real finding in under 10 minutes.
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Vigolium Agentic Audit Showcases
Real vulnerability scan reports from popular open-source projects, powered by Vigolium's agentic scanning engine.