Optimize enterprise GPU orchestration. Automate AI model and agent deployment.









Introducing MemVerge.ai Software

GPU Scheduling & Orchestration
Maximize utilization of Kubernetes computing cluster for AI projects, supporting both NVIDIA and AMD GPUs

Transparent Checkpointing and Hot Restart
Unblock AI productivity by dynamic prioritization and graceful preemption when clusters are at capacity

Model and Agent Deployment Automation
Simplify the deployment of open source models and AI agents in an enterprise data center or VPC
Memory Machine™ Batch
for AWS
The SpotSurfer feature in Memory Machine Batch expands the capability of AWS Batch environments to bring more workloads onto low-cost Spot instances. The service combines checkpointing with cloud automation gracefully handles spot terminations, making it possible for big stateful workloads to run safely on Spot instances, and allowing you to save up to 90% in compute cost.
Memory Machine™ X for CXL®
Memory Machine X software is revolutionizing how memory is used by automatically tiering DIMM and new CXL® memory, and by allowing multiple servers to access shared memory in fabric-attached memory systems. Server Memory Expansion software ensures bandwidth or latency quality-of-service (QoS) by intelligently tiering of lower cost CXL memory. Fabric-Attached Memory software delivers 280% better Ray performance for array shuffle across 4 nodes.
Industry Solutions

Genomics
Run Nextflow pipelines, next-generation sequencing (NGS), and other genomic analysis safely and reliably on EC2 Spot instances

Financial Services
Increase GPU utilization with GPU-as-a-Service, accelerate with CXL memory, pause and resume with CPU and GPU checkpointing

EDA
Cadence has collaborated with MemVerge to enable seamless support for AWS Spot instances for long-running high-memory EDA jobs
Use Cases

Accelerate AI
Workloads
IT architects everywhere redesign big memory data centers with Memory Machine X to accelerate AI workloads

Double GPU
Utilization
AI practitioners deploy Memory Machine AI to double GPU utilization

Slash Cloud
Costs
Scientific researchers at leading universities use Memory Machine Cloud to slash cloud costs by 50%