Chamber is unclaimed —

Chamber

Your AIOps Teammate for GPU Infrastructure·usechamber.io

Chamber is an AIOps platform for GPU infrastructure that deploys AI agents to autonomously monitor, root-cause, and remediate GPU workload issues across clouds and clusters. It provides a SaaS control plane with a lightweight agent installed via Helm into customers' Kubernetes or Slurm clusters, offering fleet-wide dashboards, cost forecasting, and cross-cloud orchestration. Its conversational AI agent, Chambie, answers infrastructure questions and takes remediation actions from Slack, CLI, or the web console.

What it's for

Monitor GPU workloads in real-time across clusters and cloudsRoot-cause failed or underperforming training jobs in plain EnglishAutonomously remediate infrastructure issues before they impact researchCross-cloud workload orchestration and schedulingAnswer natural-language infrastructure questions via Slack, CLI, or UITrack GPU cost, utilization, and team-level metricsForecast future GPU spend based on historical usageDetect and isolate failing GPU hardware before it corrupts training runs

Features 15

Advanced orchestration with fair-share scheduling and budget-based governance
AI-powered root cause analysis for GPU failures
Automatic fault detection and isolation of failing GPUs
Automatic team dashboards generated from Kubernetes labels
Autonomous remediation of infrastructure issues
Chambie AI agent for natural-language infrastructure queries via Slack, CLI, or UI
Cost forecasting based on historical usage patterns
Cross-cloud GPU fleet monitoring and visibility
Fleet-wide metrics, cost analytics, and utilization tracking
Intelligent workload orchestration and scheduling
One Helm command deployment
Programmable API, CLI, and Python SDK for automation
Weights & Biases and experiment tracker integration
Workload Explorer with full history and advanced filtering
Zero-config auto-discovery of GPUs, workloads, and teams

At a glance

free tierself-hostableAPI

TypeWeb app

DeploymentHybrid

PlatformsWeb

ForAI Researchers & MLEs, Platform Engineers, Engineering Managers, Executives & Finance

CompanyChamber Inc. · 2024

Integrations

SlackWeights & BiasesAWSGCPAzureKubernetesSlurmemailwebhooks

Complianceself-reported

SOC 2 Type ISOC 2 Type II

Resources

Docs

Pricing

Pricing is tailored per customer (from startups to enterprises). A free GPU monitoring tier is available with no credit card required to start. Enterprise pricing applies for full platform access.

FreeFree

Described in llms.txt as 'Free GPU monitoring tier available'; no credit card required to start.

Free GPU monitoring tier

EnterpriseQuote

Quote-based; pricing page says 'Talk to us and we'll put together the right plan for your setup.' Enterprise pricing for full platform access per llms.txt.