Agent Network Control
A company-wide exchange for all your various agentic networks to discover each other, learn from each other, enforce security permissions and achieve a much higher level of deterministic results.
The challenge
Infrastructure Operations Are Broken
Engineering teams managing 50 to 1,000+ servers face the same recurring problems: manual firefighting, knowledge silos, and tools that alert but never fix.
Reactive Firefighting
Teams spend 60%+ of ops time on repetitive incidents: patching, service restarts, disk cleanup, that follow known patterns but still require manual intervention every time.
Knowledge Walks Out the Door
When a senior engineer fixes a complex issue at 2 AM, that knowledge stays in their head. The next on-call engineer starts from scratch. Teams never collectively get smarter.
Dashboard Fatigue
Operations teams are drowning in dashboards that show everything equally. Healthy-state noise buries the five things that actually need attention right now.
LLM Automation Without Guardrails
Early AI-for-ops tools generate raw shell commands with no safety net. They can hallucinate dangerous operations, run non-deterministic outputs, and produce unauditable results.
Unpredictable AI Costs
Pure LLM-driven automation consumes 5-15 API calls per job with large token volumes. At fleet scale, agentic loops become prohibitively expensive, $170+/day on advanced models.
Tooling Fragmentation
Separate tools for monitoring, alerting, configuration management, and incident response create integration overhead and context-switching that slows every resolution.
The solution
How AgentX Works
AgentX deploys AI agents alongside your infrastructure that autonomously detect, diagnose, and remediate issues, while keeping humans informed and in control.
- 1
Detect
Agents continuously scan for security gaps, performance issues, drift, and compliance violations across your fleet.
- 2
Reason
AI plans the optimal fix using structured knowledge bases, prior experiences, and fleet-wide memory, not just raw LLM guessing.
- 3
Remediate
Pre-validated task bundles execute deterministically with safety guardrails, risk-based approval gates, and per-command auditing.
- 4
Learn
Fixes become shared organizational knowledge. Agents get faster & cheaper on recurring problems, the system self-improves.