CyberArmy
AutoFix
The first agentic AI platform that auto-remediates security vulnerabilities, including CI/CD pipeline and code-level fixes, and verifies every fix in a production clone before deployment.
AI that doesn't just warn you. It fixes it.
The Problem
Security teams are drowning.
The CISO dichotomy: move fast and risk production or move slow and stay vulnerable.
Attack Surface Explosion
Hundreds of SaaS apps, APIs, AI agents, and vendors per enterprise. Security teams can't see what they don't control.
Alert Fatigue Without Action
SOCs receive ~960 alerts/day. 40% are never investigated. Analysts spend 25–30 min per false positive.
Supply-Chain Blindness
Vulnerabilities propagate in real-time across dependencies. Traditional scanners miss live-exploited CVEs.
Slow Remediation = Risk
Median time to remediate critical vulns is 55–65 days. No sandbox. No rollback guarantee.
Sources: Dropzone AI 2025, Cymulate 2025, Verizon 2024 DBIR, Edgescan 2022, BetterCloud 2024
Architecture
Five specialized agents. One loop.
Each agent is purpose-built for its role. Together they form the only autonomous security loop that never breaks production.
Human approval gate sits between Prioritization and Remediation. No fix executes without explicit sign-off.
Discovery Agent
Full-stack asset intelligenceContinuously scans code repos, cloud configs, container registries, endpoints, and AI agent APIs. Builds a live asset inventory across your entire environment.
Code Agent
GitHub scan, fix & PRScans GitHub repositories for vulnerabilities, secrets, and dependency risks at the code level. Generates a targeted fix, opens a pull request with a full explanation, and waits for your review. Nothing merges without approval.
Prioritization Agent
AI risk analysisScores vulnerabilities using CVSS + EPSS exploitability + business context: asset criticality, exposure, and blast radius. Fix what matters most, first.
Remediation Agent
Auto-execute fixesGenerates patches, config changes, and dependency updates. Executes all fixes in a prod-clone sandbox, including CI/CD pipeline and code-level remediations. Never directly in production.
Verification Agent
Continuous validationRuns automated regression, integration, and security tests against the sandbox. Validates that the fix resolves the vulnerability without introducing any side effects.
Rollback Agent
Instant restoreMonitors production post-deploy. Triggers instant rollback on anomaly detection: latency spikes, error rate increase, or failed health checks. Sub-60-second recovery.
CISO Control Center
CISO peace of mind.
Full control. Zero toil.
AutoFix is built around the CISO. Every proposed fix surfaces with an AI explainability report. You approve with a single click. Nothing deploys without your sign-off. Full audit trails satisfy every compliance requirement.
- Human approval gate — Every fix requires explicit CISO or security team sign-off before execution
- AI explainability report — Root cause, fix rationale, risk reduction, and blast radius per fix
- CISO dashboard — Real-time view across all assets, fixes in flight, and verified outcomes
- Full audit trail — Every action logged with timestamps, approvals, and evidence for SOC 2 / HIPAA
- Policy-as-code guardrails — Define what AutoFix can and cannot touch, enforced at the agent level
- Unified response — One platform for monitoring, remediation, verification, and rollback
Pending approval
Recently approved & deployed
What AutoFix Covers
The full surface. Every layer.
AutoFix covers every category of risk across your entire stack, from CVEs in OS packages to secrets in CI/CD pipelines.
CVE Auto-Patching
OS packages, libraries, and containers patched by exploitability score, not just CVSS.
CI/CD Pipeline Fixes
Code-level vulnerability remediation in GitHub and GitLab pipelines before changes reach production.
Code Agent: GitHub PR
Scans repos for vulnerabilities and secrets, generates a targeted fix, and opens a pull request for human review. Nothing merges without approval.
Cloud Misconfiguration
AWS, GCP, Azure, and Kubernetes misconfigurations detected and corrected automatically.
Secret Rotation
Hardcoded API keys, tokens, and credentials detected, rotated, and removed automatically.
IAM & Access Policy
Overprivileged roles and excessive permissions tightened automatically. Least-privilege enforced.
Compliance Evidence
SOC 2, PCI-DSS, HIPAA, and CIS gaps remediated with audit-ready evidence generated automatically.
Surface-Level Monitoring
Continuous external attack surface monitoring across TLS, DNS, exposed services, shadow IT, and certificate drift.
AI Explainability
Every fix includes an AI explainability report covering root cause, fix rationale, risk reduction, and compliance impact.
Competitive Landscape
Who scans. Who fixes. Who never breaks prod.
No competitor combines full auto-detect + fix + verify + instant rollback. Never Breaks Prod™ is unclaimed territory.
| Scan | Prioritize | Auto-Fix | Verify | Rollback | Prod-Safe | |
|---|---|---|---|---|---|---|
| CrowdStrike / Palo Alto | ~ | — | — | — | ||
| Wiz / Snyk | ~ | — | — | — | ||
| Tenable / Qualys | ~ | — | — | — | ||
| Aikido / Tenzai | ~ | — | — | — | ||
| Torq / Seemplicity | — | ~ | — | — | — | |
| Dropzone AI / 7AI | ~ | ~ | — | — | ||
| Cyber Army AutoFix |
~ = partial / roadmap item. Sources: public product documentation.
Why Now
The timing is right.
Legacy Tools Hit a Wall
Point solutions generate alerts but can't remediate. CISOs are consolidating vendors and demanding outcomes, not dashboards. 75% of orgs pursuing vendor consolidation (Gartner 2022).
Attack Surface Acceleration
SaaS proliferation, AI agent adoption, and supply-chain dependencies have expanded the enterprise attack surface beyond what manual teams can secure.
LLMs Enable Agentic Security
For the first time, LLMs can reason about code, infrastructure, and configurations, then use tools to act on that reasoning. This unlocks autonomous remediation.
FAQ
Common questions.
Be first to deploy
autonomous remediation.
We are selecting CISO design partners to shape the AutoFix platform. Early access includes direct engineering collaboration, custom integration support, and priority onboarding.
Currently active: 5 CISO collaborations · 2 red team engagements · Crawler + agent prototypes deployed
No commitment required · Limited spots available · CISO-level engagement