Autonomous operations at the metal layer.
Observability tools watch the application. Infra Agents act on the hardware: BIOS, GPU, fabric, OS, and liquid cooling, with guardrails and audit trails built in.
So we built a digital workforce.
Provision
Discovers devices and provisions OS, BIOS, firmware, and VMs automatically.
Monitor
Parallel health checks and liquid-cooling telemetry across the fleet.
Remediate
Human-approved fixes: firmware, reboots, cooling response, and escalation.
Report
PDF/HTML reports and analytics from natural-language requests.
INFRA AGENTS
Discover. Monitor. Autonomously manage.
Your infrastructure, always optimized.
97X
Mean Time to Know
1.5X
Server Provisioning
24X
Dynamic Reporting
45X
RCA Docs & ITSM
The Full Infrastructure Lifecycle
One platform, one command center, every asset - end to end, every time.
Provision
Discovers devices, provisions OS via Canonical MAAS, updates BIOS/firmware via Dell iDRAC/Redfish, manages VM lifecycle on VMware vSphere/ESXi, and automates neo cloud GPU setup.
Monitor
Parallel fleet triage and iDRAC/Redfish health checks across compute, GPU, storage, and SSD/NVMe, plus CDU/liquid-cooling telemetry for leaks, pump, and thermal load.
Remediate
Human-approved fixes: BIOS/firmware updates, reboots, memory recovery, cooling incident response, storage self-test/secure erase, and dedup-aware ServiceNow escalation.
Report
PDF/HTML reports from natural-language requests: MTTR analytics, ServiceNow incident/SLA reporting, capacity utilization, and KYAI's continuous eval and audit trail.
Built for the Metal Layer
Most tools watch. Infra Agents acts, with governance baked in.
| Capability |  | Datadog Bits AI | Dynatrace Intelligence | BigPanda Agentic ITOps | AI-SRE Agents Resolve, Cleric, Traversal |
|---|---|---|---|---|---|
| Hardware-layer actions (BIOS, GPU, network, storage, fabric) | |||||
| Closed-loop autonomous remediation | |||||
| Governance-scored plans before execution | |||||
| Human-in-the-loop approval | |||||
| Full audit trail per action | |||||
| Bare-metal AI infrastructure focus |
Compare Metrum vs.
Hardware-layer actions (BIOS, GPU, network, storage, fabric)
Full supportClosed-loop autonomous remediation
Full supportGovernance-scored plans before execution
Full supportHuman-in-the-loop approval
Full supportFull audit trail per action
Full supportBare-metal AI infrastructure focus
Full supportBased on publicly available product documentation as of July 2026. Dash-circle = partial / conditional support.
One interface for your entire sovereign estate.
Monitor agent activity, infrastructure status, and automated remediation across IT, OT, and CT - correlated to prevent cascading failures.
Universal Infrastructure: Bridging IT, OT, and CT
INFRA AGENTS
One digital workforce correlating data across the entire technology stack to prevent cascading failures.
Stop reacting. Start preventing.
Operations Manager Agent
A DAG-based orchestrator: converts plain-English requests into execution plans, verifies each step, and executes across the agent fleet.
L1 Support Agent
Triages incoming alerts, correlates log data across the fleet, and creates actionable tickets before issues reach a human queue.
Hardware Specialist Agent
Applies BIOS and firmware updates via Redfish, iDRAC, and iLO, and tracks thermal health guided by vendor knowledge and enterprise runbooks.
OS Agent
Provisions and configures servers over MAAS and SSH, handling reboots, OS-level configuration, and fleet-wide rollouts.
Network Agent
Manages access points and SSIDs across Meraki and Huawei iMaster, keeping wireless coverage and configuration consistent fleet-wide.
Virtualization Agent
Tracks VMware vSphere and ESXi inventory and performance, surfacing capacity and health issues before they affect workloads.
Storage Agent
Monitors Postgres health, connection pool saturation, and deadlocks, flagging database issues before they cascade into downtime.
Insights Agent
Analyzes performance trends across the fleet and surfaces recommendations before small issues become incidents.
Reporting Agent
Generates production-quality reports directly from natural language requests, turning raw metrics into shareable summaries.
Liquid Cooling Agent
Monitors CDU sensor feeds and maps cooling anomalies to affected servers with numbered remediation steps.
INFRA AGENTS
One factory, many digital workforces.
See Infra Agents run against your own infrastructure profile in a live, guided session.