CyberArmy
AutoFix
The first agentic AI platform that auto-remediates security vulnerabilities on top of the tools you already run. AutoFix owns the last mile: fixes merged, deployed, and verified in production, including CI/CD pipeline and code-level fixes. No rip and replace.
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
Six specialized agents. One loop.
Each agent owns one stage of the remediation pipeline. Together they form a closed loop: every fix is validated before it ships, deployed through your CI/CD, and verified in production, with sub-60-second rollback armed.
Human gate on Generate, Apply, Deploy, and Rollback. Every auto-fix is human-gated today. Autonomy expands as trust grows.
Discover Agent
Full-stack asset intelContinuously scans code repos, cloud configs, container registries, endpoints, and AI agent APIs. Builds a live asset inventory across your entire environment.
Prioritize Agent
AI risk analysisScores vulnerabilities using CVSS + EPSS exploitability + business context: asset criticality, exposure, and blast radius. Fix what matters most, first.
Generate Agent
Generate the fixes · human gateGenerates the fix at the code, config, and dependency level, including CI/CD pipeline remediations, and validates it before anything ships: the original exploit is re-run and regression, integration, and security tests must pass. Each fix is proposed as a pull request with an AI explainability report. Nothing proceeds without your sign-off.
Apply Agent
Merge PRs · human gateMerges approved pull requests and applies config changes across repos, cloud, and infrastructure. Nothing merges without explicit approval, and every change is logged with who approved it and why.
Deploy Agent
Deploy to prod · human gateShips the merged fix to production through your existing CI/CD pipeline. Staged rollout with health checks at every step, and a full audit trail for SOC 2 and compliance evidence. Every deploy is human-gated.
Rollback Agent
Verify & rollback · human gateVerifies the fix in production and monitors post-deploy: latency spikes, error rate increases, failed health checks. Triggers instant rollback on any anomaly with sub-60-second recovery. Confirmed findings become permanent regression tests.
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.
Supply Chain Defense
Continuously monitors dependencies, detects compromised packages (like Axios March 2026 or Chalk/Debug Sept 2025), and auto-patches across all repos before malicious code ships.
CI/CD Pipeline Fixes
Code-level vulnerability remediation in GitHub and GitLab pipelines before changes reach production.
Generate 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
Everyone generates fixes. Who gets them merged?
Scanners stop at the list. SOAR platforms stop at the playbook. AutoFix owns the last mile: the fix gets merged, deployed, and verified in production, with automated rollback armed.
| Scan | Prioritize | Generate PR | Verify in CI/CD | Monitor / 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.
Supply Chain Security
The attack is in your dependencies.
Modern attacks no longer target your perimeter. They target the packages, libraries, and open source components your code depends on, compromising them upstream before they reach you.
AutoFix monitors your entire dependency tree and auto-patches compromised packages before they ship to production.
Axios npm Attack
Malicious versions 1.14.1 and 0.30.4 of Axios (100M+ weekly downloads) distributed a cross-platform remote access trojan. Available for roughly three hours before removal.
Shai-Hulud Worm
Self-propagating worm spread across 500+ npm packages, stealing cloud secrets and automatically republishing infected versions to extend its reach.
Chalk / Debug Compromise
18 popular packages including chalk and debug hijacked via maintainer phishing. Crypto-stealing malware embedded in packages with over 2 billion weekly downloads.
How AutoFix responds
Continuous dependency scanning
Monitors package manifests and lockfiles across all repos in real time against npm advisories, OSV, and CVE feeds.
Compromise detection
Detects version anomalies, unexpected republications, and behavioral signatures of malicious packages.
Auto-patch in minutes
Generates a pinned upgrade to the safe version, validates it, and deploys before your team has finished triaging.
Full audit trail
Every detection, patch, and deployment logged with timestamps for SOC 2 and compliance evidence.
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. Our agents are built on Anthropic Claude today; long term, we plan to train our own cybersecurity-specific LLMs.
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