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Proof system
Versioned benchmarks, public traces, and coordinated disclosures make our work inspectable.
As of August 2026, FailSafe SWARM holds the highest reported score on CVE-Bench v2.1.0: 62.5% zero-day and 70% one-day at pass@1 (28 of 40 targets), graded by a deterministic oracle with results published under MIT.
Check the evidenceFailSafe's AttackBench, developed with NEAR, ran 624 hostile exchanges between an attacker model and defending AI agents across three runtimes.
Check the evidenceFailSafe has disclosed 240+ vulnerabilities across 101 coordinated reports, including findings at Deutsche Bank, MUFG, Zurich Insurance, and Vercel.
Check the evidenceAI agents continuously discover, chain, and exploit vulnerabilities. Every finding is proven with a safe reproduction trace and mapped to MITRE ATT&CK, OWASP, and NIST CSF.
How It WorksLaunch pentests in minutes and receive exploit-validated findings the same day, matching the pace of daily engineering releases.
Every issue is proven with a safe reproduction trace. If a vulnerability cannot be exploited in context, it is not reported as an emergency.
Findings and remediation verifications are formatted directly for SOC 2 Type II, ISO 27001, PCI-DSS, and MAS TRM requirements.
“By 2028, over 60% of enterprise pen test programs will operate as continuous validation, replacing annual assessments as the primary proof of resilience.”
Continuous offensive security testing for LLM applications, autonomous agents, MCP tools, and ML pipelines. Mapped to OWASP LLM Top 10, MITRE ATLAS, and NIST AI RMF.
Explore AI securityContinuous penetration testing across modern web apps, APIs, cloud environments, and identity controls. Findings chained into real attack paths with remediation guidance.
Explore penetration testingThe FailSafe Disclosure Program publishes safe summaries of coordinated vulnerabilities and upstream security contributions, keeping the ecosystem protected.
Explore the Disclosure Program
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Trusted by MSSPs and system integrators to deliver continuous offensive security at scale.
Explore the partner programTalk to our security team to scope an autonomous pentest for your environment, or launch continuous validation with SWARM.
Questions & answers
Quick answers about FailSafe's services, coverage, and engagement process.
FailSafe Security builds autonomous penetration testing and continuous offensive security systems. It combines GlassBreak cyber-model R&D, SWARM agentic execution, Continuous Threat Exposure Management (CTEM) workflows, and human-led security research for applications, APIs, cloud infrastructure, and AI systems.
Traditional pentests are point-in-time snapshots conducted once a year that take weeks to schedule and deliver. FailSafe SWARM runs continuously throughout the year, validating attack paths as code and infrastructure deploy, and retesting remediated findings on demand.
Unlike vulnerability scanners that flag theoretical pattern matches, FailSafe SWARM validates suspected vulnerabilities by constructing working, safe proof-of-concept exploits in your authorized environment. If a vulnerability cannot be exploited in context, it is not reported as an emergency.
Yes. Every FailSafe pentest report includes an executive summary, technical methodology, CVSS/CWE scores, MITRE ATT&CK mappings, proof-of-concept evidence, and verification confirmation. Reports are formatted for SOC 2 Type II, ISO 27001, PCI-DSS, and MAS TRM compliance submissions.
FailSafe tests web applications, APIs, cloud infrastructure, identity controls, Active Directory, LLM applications, AI agents, MCP servers, and specialized critical code.