Armadin AI Cybersecurity Platform is a commercial penetration testing tool by Armadin. eyeballer is a free penetration testing tool. Compare features, ratings, integrations, and community reviews side by side to find the best penetration testing fit for your security stack.
CST VerdictBased on our analysis of NIST CSF 2.0 coverage, core features, company size fit, deployment model, here is our conclusion:
Enterprise and mid-market security teams drowning in penetration test backlogs will see immediate value in Armadin AI Cybersecurity Platform; it runs 80-90% autonomous multi-phase attack campaigns that validate actual kill chains rather than listing vulnerabilities. The platform's ability to execute parallel reconnaissance, adaptive probing, and precision strikes across large environments while maintaining safety guardrails means you're testing realistic attack paths without disrupting production. Skip this if your primary need is continuous detection and response rather than periodic offensive validation; Armadin prioritizes ID and RS functions over DE coverage, making it a complement to EDR and SIEM, not a replacement.
Pentesters running high-volume screenshot assessments will appreciate eyeballer for its speed; the CNN model cuts manual review time by flagging UI/UX vulnerabilities that slip past code-focused tools. At 1,240 GitHub stars with zero licensing friction, it's proven enough in the offensive security community to justify a trial. Skip this if your team needs a polished commercial UI or integration with mainstream pentest platforms; eyeballer is a scrappy specialist that works best as a standalone screenshotting aid, not a reporting backbone.
Autonomous AI platform that simulates multi-phase attack campaigns to find kill chains.
A tool for analyzing pentest screenshots using a convolutional neural network
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Common questions about comparing Armadin AI Cybersecurity Platform vs eyeballer for your penetration testing needs.
Armadin AI Cybersecurity Platform: Autonomous AI platform that simulates multi-phase attack campaigns to find kill chains. built by Armadin. Core capabilities include Autonomous multi-phase attack campaign execution (Reconnaissance, Adaptive Scouting, Precision Strike), AI-driven adaptive probing that learns from each attempt in real time, Kill chain validation tied to specific objectives (domain compromise, ransomware, data exfiltration, etc.)..
eyeballer: A tool for analyzing pentest screenshots using a convolutional neural network..
Both serve the Penetration Testing market but differ in approach, feature depth, and target audience.
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