Autonomous Pentesting
for the AI EraFailSafe SWARM™ uses threat-model-driven AI agents for authorized security testing across web applications, APIs, cloud infrastructure, and AI systems. Review evidence, prioritize remediation, and retest within the agreed scope.
Backed by
Proof points
Agentic penetration testing across authorized attack surfaces.
SWARM uses threat-model-driven AI agents for authorized testing of applications, APIs, infrastructure, and AI systems. Teams can review findings and evidence, plan remediation, and retest within the agreed scope.
How It WorksTrusted by security teams that want to stay ahead.
“A release can change an attack path overnight. Test the changed workflow, preserve the evidence, and retest the fix.”
Latest insights
Research
eMudhra CA key compromise: TLS trust-store response guide
What the eMudhra intermediate CA compromise means for TLS validation, certificate chains, application runtimes, and enterprise trust stores.
Research
GitLab CVE-2026-110264: critical RCE patch and CI/CD review
GitLab's CVSS 10.0 regular-expression flaw: affected CE/EE branches, October 21 fixes, and a CI/CD security validation checklist.
Research
LiteLLM 1.107.0 compromise: credential and AI gateway response
The October 2026 LiteLLM PyPI and container compromise: affected artifacts, corrected root cause, credential containment, and AI gateway security.
Move from annual snapshots to continuous offensive testing.
Talk to our security team to scope an autonomous pentest for your environment, or launch continuous validation with SWARM.
MSSP or system integrator? Explore the partner program
Questions & answers
Frequently asked questions
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.
A conventional penetration test is a scoped assessment delivered for an agreed engagement. SWARM is an agentic testing platform designed to run assessments across authorized applications and infrastructure. Scope, cadence, human review, and retesting depend on the engagement configuration.
SWARM is designed to validate suspected vulnerabilities with evidence in the authorized test environment. Validation methods and confidence depend on the finding and agreed scope; review the methodology and evidence for each result.
A scoped penetration test can document the agreed scope, methods, test period, findings, and remediation status for a security program. It does not issue a SOC 2 report or ISO/IEC 27001 certification, and auditor acceptance depends on the auditor and the organization's requirements.
FailSafe tests web applications, APIs, cloud infrastructure, identity controls, Active Directory, LLM applications, AI agents, MCP servers, and specialized critical code.