Metrum AI

What Metrum AI does

Metrum AI, Inc. is a private Delaware-incorporated enterprise AI infrastructure company founded in 2021 and headquartered in the Round Rock/Austin, Texas area, with 11-50 employees. It sells a multi-agent AI orchestration platform built around three products: Metrum Insights (no-code AI inference benchmarking), Infra Agents (autonomous infrastructure monitoring and remediation across compute, fabric, OS, GPU, and liquid cooling), and Agent Factory (purpose-built vertical agents for Data Center Security, Insurance Claims, and Manufacturing Quality Control). The platform is built on the Qwen3-235B reasoning model coordinated through Microsoft AutoGen and the Model Context Protocol, with retrieval-augmented generation over Neo4j knowledge graphs, vision-language document understanding, and quantization via AMD Quark (MXFP4).

The go-to-market is enterprise field sales targeting telecom operators, financial institutions, data center operators, insurers, and manufacturers. Pricing is not publicly disclosed and is quote-based via 'Get a Demo' CTAs. Revenue appears to be generated through subscription or platform licensing of on-premises software, distributed through direct enterprise sales and co-marketing with Dell Technologies, Supermicro, AMD, Solidigm, Microsoft, and Vultr. Validated deployments run on Dell PowerEdge XE9785L/XE9680 and Supermicro A+ servers with AMD Instinct MI300X/MI325X/MI355X accelerators. The company is SOC 2 Type 2 and ISO 27001 certified. No funding rounds, no named end customers, and no management team are disclosed in available sources.

Name

Metrum AI

Legal name

Metrum AI, Inc.

Website

https://metrum.ai

Company type

Private

Founded year

2021

Operating status

Operating

Headcount range

11–50 employees

Short description

Metrum AI sells a multi-agent AI orchestration platform (Metrum Insights, Infra Agents, Agent Factory) that autonomously monitors and remediates enterprise infrastructure for telecom, financial services, data center, insurance, and manufacturing customers.

Ownership category

akta.pro rank

Product category

AI Infrastructure Software

NAICS

Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI)

akta.pro secondary industries

AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF), Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), AI Datacenter Power, Cooling & Racks (liquid cooling, power delivery) (HDAAAAAH), End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

Keywords

• AI infrastructure monitoring
• Multi-agent orchestration
• AI performance benchmarking
• Autonomous infrastructure agents
• Enterprise AI platform

Headquarters

HQ city

Round Rock

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Infrastructure, Operations

Revenue model

1. Software Platform Licensing: Enterprise software platform for AI infrastructure monitoring and optimization, likely delivered as a subscription or license agreement based on the enterprise sales motion and 'Get a Demo' engagement model.

Go-to-market motion1 record

Distribution channels4 records

Marketing channels5 records

Core offering

Metrum AI provides an enterprise AI infrastructure platform built on multi-agent orchestration, comprising three products: Metrum Insights (no-code AI performance benchmarking), Infra Agents (autonomous infrastructure monitoring and remediation), and Agent Factory (purpose-built AI agents for industry verticals). The platform runs entirely on-premises on validated hardware stacks (Dell PowerEdge, Supermicro A+, AMD Instinct accelerators) and delivers autonomous detection, root cause analysis, and remediation across compute, fabric, GPU, liquid cooling, and domain-specific workflows for telecom, financial services, data centers, insurance, and manufacturing customers.

Product overview

Metrum AI is an enterprise AI infrastructure company offering a platform of three integrated products: Metrum Insights (AI performance benchmarking), Infra Agents (autonomous infrastructure monitoring and remediation), and Agent Factory (purpose-built AI agents for industry verticals). The platform is built on multi-agent orchestration using the Qwen3-235B reasoning model, coordinated through Microsoft AutoGen and the Model Context Protocol (MCP). All products run entirely on-premises on validated hardware configurations (Dell PowerEdge XE9785L, Supermicro A+) with AMD Instinct accelerators, addressing data sovereignty requirements for regulated industries. The platform leverages RAG-based knowledge retrieval, continuous telemetry ingestion, and GPU-accelerated inference to deliver autonomous detection, analysis, and resolution of operational events.

Differentiator

Problem solved

Functional benefit

Brands

• Metrum Insights: AI performance benchmarking platform for configuring inference engines, workloads, and SOTA models with no-code parallel benchmarks
• Infra Agents
• Agent Factory

Products and services

• Metrum Insights

Quantifiable outcome

• 40%+ MTTR reduction
• +13 more outcomes

Named customers3 records

Segments10 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration5 records

AI capability10 records

Feature7 records

Partnerships

Five partnerships are on record, tiered core and minor.

• AMDcoreTechnology or Integration · 1 March 2026Technology partnership for GPU inference optimization. Metrum AI solutions validated on AMD Instinct accelerators (MI300X, MI325X, MI355X) with ROCm runtime, vLLM inference engine, and AMD Quark quantization toolkit. Qwen3-235B models optimized for AMD hardware.
• Dell TechnologiescoreStrategic or Co-development PartnerFlagship partnership for enterprise AI infrastructure solutions. Jointly developed multi-agent infrastructure monitoring platform validated on Dell PowerEdge XE9785L and XE9680 servers with AMD Instinct accelerators. Solution commissioned by Dell Technologies with integration through Dell Enterprise Hub and Dell iDRAC management.
• SupermicrocoreStrategic or Co-development PartnerCo-developed autonomous multi-agent cooling control solution for Supermicro A+ platforms with AMD Instinct MI3XX accelerators. Solution deployed on Supermicro AS-8126GS-TNMR and AS-4126GS-NMR-LCC liquid-cooled servers.
• MicrosoftcoreTechnology or IntegrationUses Microsoft AutoGen as the multi-agent orchestration framework and Microsoft Agent Framework for coordinating specialized AI agents. Integration enables multi-agent workflows with asynchronous task execution.
• VultrminorChannel Partner/ Reseller/ DistributorCloud GPU instance provider offering AMD Instinct MI355X accelerators for cloud deployment of Metrum AI solutions.

Scale indicators8 records

Recent moves6 records

Expansion highlights5 records

Direct peers

• Moveworks: Enterprise AI agent platform for IT operations, employee support, and infrastructure workflows. Comparable as a direct competitor building multi-agent AI systems that autonomously resolve operational issues inside large enterprises, similar in spirit to Metrum's Infra Agents and Agent Factory products.
• Aisera: Enterprise AI agent platform for IT service management, HR, and operations. Comparable as a peer building autonomous AI agents that orchestrate across enterprise systems with vertical specializations, mirroring Metrum's Agent Factory approach to industry-specific AI agents.
• Kore.ai: Enterprise conversational and agentic AI platform with vertical-specific offerings for banking, healthcare, and telecom. Comparable as a peer in purpose-built, multi-agent AI orchestration for regulated industries, often deployed on-premises for data sovereignty.

Broad incumbents

• PagerDuty: Established incident management and infrastructure monitoring platform. Comparable as a broader incumbent that Metrum's Infra Agents product directly competes with for IT operations, MTTR reduction, and L1 ticket deflection workloads in large enterprises.
• Datadog: Major cloud observability and infrastructure monitoring platform with growing AI/ML monitoring capabilities. Comparable as a broad incumbent in infrastructure monitoring that overlaps with Metrum's Infra Agents for GPU, compute, and fabric health monitoring.
• ServiceNow: Enterprise workflow automation platform with native AI agent capabilities (Now Assist) and incident management. Comparable as a broad incumbent that could subsume Metrum's autonomous remediation value proposition within a larger enterprise workflow suite.
• IBM watsonx: Enterprise AI platform spanning model serving, MLOps, and AI governance with on-premises deployment options. Comparable as a broad incumbent offering end-to-end enterprise AI capabilities that overlap with Metrum's end-to-end enterprise AI positioning.

Emerging players

• Baseten: Model serving and inference infrastructure platform for production AI workloads. Comparable as an emerging player addressing AI inference optimization and deployment—adjacent to Metrum Insights' benchmarking and recommendation capabilities.
• Moogsoft: AIOps platform for incident detection, noise reduction, and root cause analysis across enterprise infrastructure. Comparable as a peer in autonomous incident remediation workflows for telecom and large enterprise IT environments.
• Cresta: Enterprise AI agent platform for contact center and operational workflows using multi-agent orchestration. Comparable as an emerging player applying multi-agent AI to enterprise operational use cases with similar vertical specialization.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat5 records

Key risks6 records

Key highlights6 records

Customer concentration

• LinkedInlinkedin.com/company/metrum-ai
• Xx.com/metrumai

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Metrum AI