https://www.usechamber.io/ Skip to main content Chamber#YC W26 ROI CalculatorPricingDocsBlogAbout Us Log inSchedule a Call ROI CalculatorPricingDocsBlogAbout Us Schedule a Call Your AIOps Teammate toScale Infra Our AI agents act as an autonomous extension of your ML team, eliminating the need to babysit GPU infrastructure across clouds so teams can move faster, accelerate innovations, and reduce wasted compute. Schedule a CallWatch Demo Built by observability and AI infrastructure veterans from Amazon logo Meta logo Microsoft logo Flexport logo Optimizely logo Chamber 12 [32] Filters Status Search status... Pending Queued 2 Starting Running 5 Error Completed 4 Failed 2 Preempted 1 Cancelled Resource Kind Team Submitted By Cluster GPU Type Workload Class Insights Insight Category Insight Severity Workload Explorer Advanced search and filtering across all workloads + Submit WorkloadBack to Workloads 378 queued Workloads Running 198of 256 GPUs Active 1,247138 today Total Workloads 94.9%7 failed (24h) Success Rate 8Normal Queue Depth ~4m2h avg Est. Wait Time Search by name, ID, or type a filter like status:, gpu:, team:... 13 results|Show25per page SaveExport Name Status Class Project User GPU Count Submitted Cost [32] H100 llama-ft-v2 RUNNING RESERVED LLM Research Sarah SXM 64 2/27/2026 $2,340 C. [32] H100 bge-embed-109 RUNNING ELASTIC Embeddings Mike SXM 8 2/27/2026 $412 L. [32] H100 vit-pretrain-l16 RUNNING RESERVED Vision Priya SXM 16 2/27/2026 $890 K. [32] H100 whisper-ft-v3 RUNNING ELASTIC Speech Jordan SXM 4 2/27/2026 $156 M. [32] H100 codegen-sft-13b RUNNING RESERVED Code Gen Alex SXM 32 2/26/2026 $4,120 T. [32] H100 clip-align-xl QUEUED ELASTIC Multimodal Alex SXM 32 2/27/2026 -- T. [32] H100 reward-model-v4 QUEUED ELASTIC RLHF Sarah SXM 8 2/27/2026 -- C. [32] H100 reward-train FAILEDWhy? ELASTIC RLHF Alex SXM 8 2/26/2026 $86 T. [32] H100 dpo-align-7b FAILED RESERVED Alignment Mike SXM 16 2/24/2026 $1,240 L. [32] H100 gpt-neo-eval COMPLETED ELASTIC Evaluation Priya SXM 4 2/26/2026 $58 K. [32] H100 t5-summary-v2 COMPLETED ELASTIC Summarization Jordan SXM 8 2/26/2026 $445 M. [32] H100 bert-cls-ft COMPLETED RESERVED NLP Prod Sarah SXM 8 2/25/2026 $310 C. [32] H100 mistral-merge COMPLETED RESERVED LLM Research Alex SXM 4 2/24/2026 $124 T. Meet Chambie, your AIOps teammate Setting up GPU infrastructure across clouds, creating training jobs, and fixing or optimizing them shouldn't be hard. That's why we built Chambie, your all-in-one AIOps teammate to accelerate ML team velocity. No more infra setup, no more missed failures. Chambie handles everything automatically. Meet Chambie -- your AIOps teammate View Chamber GPU Monitoring & AI Debugging DemoSchedule a Call The Problem Your team is spending too much time babysitting infra. 01 Workloads fail silently. Root-causing means digging through logs, metrics, and orchestration events across tools. 02 GPUs sit idle in one cluster while jobs queue in another. No way to balance capacity across clouds. 03 Getting the right outcomes for training jobs means correlating model experiment metrics with infrastructure metrics, and running many manual iterations to get there. How Chamber Helps Give your ML team hours back every week. While running more on existing GPUs. 01 Observe & Debug Full GPU workload observability with automatic performance insights and root cause analysis. Find the issue in seconds, not hours. 02 Orchestrate & Optimize Advanced cross-cloud orchestration maximizes GPU availability and utilization. Run more on the infrastructure you already have. 03 Iterate & Ship Faster Chamber connects experiment metrics to infrastructure data and uses agents to help you iterate faster. Analyze runs, tune resources, and resubmit jobs automatically using our CLI, SDKs, or even in Slack. We work where you work. Talk to the Founders See how Chamber helps your GPU fleet run at full potential. Schedule a Call Frequently Asked Questions How long does it take to set up Chamber? We handle deployment for you. Our team gets Chamber running in your environment, whether that's Kubernetes, Slurm, or a hybrid setup, with zero disruption to existing workflows. Is my data secure? Yes. Chamber is SOC 2 Type I certified. It runs within your infrastructure. Your models, datasets, and code never leave your environment. What infrastructure do you support? Multi-cloud and on-prem. Chamber works with AWS, GCP, Azure, on-prem clusters, Slurm, and Kubernetes, including hybrid setups across all of them. Chamber (c) 2026 Chamber * Built in San Francisco, supporting teams globally * Features * Pricing * Compare * ROI Calculator * Blog * About Us * Compare * Contact * SOC 2 Type I -- CertifiedSOC 2 Type II -- Pending