Orchestration that maximizes revenue and ensures sovereignty

Workflow portability, multi-tenant infrastructure, and OEM-agnostic orchestration—achieve 57-85% utilization gains across Supermicro, NVIDIA, AMD, Intel, Oracle, and AWS hardware without vendor lock-in.

Partnered with NVIDIA, Supermicro, TD Synnex, IBM, OCI, and Mirantis · Government ready

Four core capabilities that maximize revenue and ensure sovereignty

BARE-METAL PERFORMANCE WITHOUT VENDOR LOCK-IN

Bare-Metal Multi-Tenancy
Secure tenant isolation without virtualization overhead—onboard new tenants in days and maximize revenue per GPU with 57-85% higher utilization.
Workflow Portability
Write workflows once, deploy anywhere—on-premises clusters, neoclouds, sovereign clouds, or edge environments with consistent performance.
OEM-Agnostic Architecture
Works seamlessly across Supermicro, NVIDIA, AMD, Intel, Oracle, and AWS—future-proof your infrastructure without vendor lock-in.
Deep Observability
Real-time visibility into GPU utilization, job performance, and resource allocation with data-driven optimization recommendations.

Compute Pools

GPU Training Pool
64 GPUs • Multi-tenant
active
Utilization87%
Research Compute
32 GPUs • Multi-tenant
active
Utilization72%
Inference Pool
16 GPUs • Multi-tenant
active
Utilization45%
Dev Environment
8 GPUs • Multi-tenant
active
Utilization34%

Workflow Configuration

Deploy anywhere • Zero refactoring

Resource Requirements
GPUs per node8
Memory256 GB
Storage2 TB NVMe
Network400 Gbps
Target Environments
On-PremisesCoreWeaveLambda LabsAWS
Scheduling
PriorityHigh
Max Runtime48h
Portability StatusReady to deploy

Silicon Allocation

Real-time GPU utilization metrics

NVIDIA H100
32 GPUs active
Temp
68°C
Utilization
92%
Memory
82%
NVIDIA A100
64 GPUs active
Temp
62°C
Utilization
78%
Memory
68%
NVIDIA L40S
16 GPUs active
Temp
58°C
Utilization
54%
Memory
44%
NVIDIA A40
24 GPUs active
Temp
56°C
Utilization
61%
Memory
51%
Fleet Utilization74.6%

Enterprise Features Built for Operators and Technical Teams

Amalgamy provides the visibility, control, and flexibility operators need to maximize revenue while giving technical teams the portability and performance they demand.

0ms166ms333ms500ms

Real-Time Job Monitoring

Visualize how each job performs across your infrastructure

10 days ago
Share URL⌘ T
Export to XLS⌘ A
Export to CSV⌘ J
AI Adjust⌘ Q

Export Performance Data

Export job metrics, utilization data as CSV, JSON, or XLS

Successful Jobs+18%

Resource Utilization Tracking

Track GPU utilization, memory usage, and spot performance issues

NVIDIA
Supermicro
Mirantis
IBM
AWS
Microsoft
TDSynnex
Oracle

OEM-Agnostic Hardware Support

Works seamlessly with NVIDIA, Supermicro, IBM, AWS, Microsoft, Oracle, and leading infrastructure platforms

Job Scheduler

Optimal resource allocation for AI training job

AI Decision: Schedule job on GPU cluster 3

GPU Utilization
87%+8%

AI Optimization Insights

Monitor AI-driven scheduling decisions and resource allocation

Purpose-built for operators, technical teams, and enterprise leaders

Maximize GPU Revenue

Bare-metal multi-tenancy enables secure resource sharing without virtualization overhead—onboard tenants in days and achieve 57-85% higher utilization rates.

Workflow Portability

Build workflows once and deploy across any environment—on-premises clusters, neoclouds, sovereign clouds, or edge infrastructure with zero refactoring.

Total jobs
3600+10.4%

Last 7 days

Failed Jobs
12-15%
Successful Jobs
15,842+23%
Avg Queue Time
1.2m-64%

Operator Revenue Optimization

Multi-tenant infrastructure management with fair scheduling, instant provisioning, and comprehensive billing—maximize revenue per GPU.

Technical Team Efficiency

Capture workflows once and replay anywhere—eliminate rebuilding for each platform while maintaining consistent performance.

Enterprise Sovereignty

OEM-agnostic architecture ensures no vendor lock-in—maintain full control with on-premises or sovereign cloud deployment options.

Future-Proof Infrastructure

Adopt new GPUs and accelerators immediately without workflow refactoring—exploit the latest silicon as soon as it is available.

Trusted by Leading Hardware Partners

OEM-Agnostic Infrastructure

Amalgamy integrates seamlessly with Supermicro, NVIDIA, IBM, Oracle, AWS, and Microsoft—ensuring you are never locked into a single vendor ecosystem.

Job Logs - AI Training
Workload #2847

ProcessingStarted: Sep 4, 2025 — 14:23:45