Powering Enterprise AIFrom Insight to Infrastructure.
Infra Agents that autonomously monitor your cluster and maximize uptime. Insights that benchmark AI pipeline performance, from models to agents.
METRUM INSIGHTS
Fast-Track AI Performance Benchmarking.
Configure
Engines, workloads & SOTA models. Select your inference engine, workload, and SOTA model from the Metrum portfolio. No scripts, no setup.
Run
No-code parallel benchmarks. Launch and monitor thousands of scenarios in parallel from a single UI.
Decide
Pareto, TCO & AI recommendations. Turn results into action with Pareto, TCO, goodput, and AI-driven hardware recommendations.
From portfolio selection to infrastructure decision.
& SOTA Models
Benchmarks
Recommendations
INFRA AGENTS
From Reactive Alerts to Autonomous Prevention. At the Metal Layer.
Provision
Discovers devices and provisions OS, BIOS, firmware, and VMs automatically across your fleet.
Monitor
Continuously monitor infrastructure health and surface anomalies before they become outages.
Remediate
Specialist agents resolve incidents across compute, fabric, OS, GPU, and liquid cooling - with guardrails, audit trails, and human-in-the-loop where it matters.
Report
Generate reports and analytics from natural-language requests, with a full audit trail across your estate.
Discover, monitor, and autonomously manage your infrastructure.
SMART ROUTER
Route Every Request to the Cheapest Model That Still Meets Your Quality Bar.
Analyze
Every request is read for prompt content, tier hint, and tool requirements before anything is sent upstream.
Route
A policy resolves the difficulty to a ranked pool of candidates, weighted by cost, latency, and measured capability.
Verify
Only models that already cleared that tier's quality-evaluation contract are eligible - fallback is transparent, never silent.
Programmable routing, benchmark-grounded quality gates, transparent cost reporting.
Purpose-Built AI Agents for Your Industry.
Same agent factory, your industry's workflow. Each agent is trained on domain data, integrates with existing systems, and ships with guardrails built in.
Benchmarks, Whitepapers & Insights.
Deep-dive research from our engineering team - published benchmarks, technical whitepapers, and product updates.
Get a Demo Today
See how Metrum turns AI infrastructure into measurable margin.