Our operations platform monitors infrastructure fleets without installing background software daemons on target servers. Metric collectors query direct Linux kernel sysfs and hardware counters in one-second SSH calls, pairing live telemetry with automated root-cause analysis.
Business value
Provides complete visibility across large compute fleets while reducing operational troubleshooting time by more than 75%.
Architecture & Implementation
- Agentless metric collection reading kernel counters via single compound shell executions
- Hardware telemetry for NVIDIA, AMD, and Intel GPUs collected without target daemons
- Dynamic infrastructure topology graphs tracking dependency blast radius and system drift
- Automated root-cause analysis that reviews logs, system metrics, and operational runbooks
Critical Problems Solved
- Ends agent maintenance, memory leaks, and version mismatch across thousands of servers
- Shortens incident resolution time by automating triage and generating diagnostic reports
- Provides a single health dashboard for mixed bare-metal servers and cloud instances