¶ ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
Artificial intelligence and machine learning are reshaping every industry, from healthcare and finance to manufacturing, cybersecurity, and advanced research. But behind every model, pipeline, and prediction is a demanding infrastructure challenge: how to store, process, move, and serve massive volumes of data with the performance, scalability, and resilience modern AI requires.
SteelDome provides a software-defined foundation purpose-built for AI workloads. With StratiSTOR, StratiSERV, and HyperSERV, organizations can build, train, deploy, and scale intelligent systems faster while reducing infrastructure complexity and maintaining greater operational control.
- Large-scale training data that requires fast, parallel access
- High-performance compute demands for model training and inference
- Dynamic scaling across teams, pipelines, and environments
- Efficient storage for raw, intermediate, and output datasets
- Collaboration across distributed teams and infrastructure footprints
- Security, governance, and reproducibility throughout the AI lifecycle
StratiSTOR: Scalable Storage for Data-Intensive AI
- Delivers high-throughput, low-latency access to training data, checkpoints, and model outputs
- Supports structured and unstructured data, including images, logs, time-series data, video, and large dataset archives
- Enables tiered storage, replication, and long-term data retention for evolving AI pipelines
StratiSERV: Compute Infrastructure for AI Frameworks and Toolchains
- Supports GPU-accelerated virtual machines and containers for modern AI and machine learning frameworks
- Simplifies distributed training and model deployment through container-ready orchestration environments
- Enables secure, multi-tenant environments for data science, machine learning, and MLOps teams
HyperSERV: Unified Infrastructure for End-to-End AI
- Combines compute and storage into a single software-defined platform optimized for AI workflows
- Scales non-disruptively as models, datasets, and teams grow
- Supports both centralized model training and edge inference deployments within one operational architecture
Deep Learning and Neural Network Training
Use StratiSTOR to feed high-volume datasets into GPU-accelerated environments running on StratiSERV, delivering the throughput and responsiveness required for faster training cycles and model iteration.
Model Inference at the Edge
Deploy lightweight or specialized models on HyperSERV edge nodes for real-time inference, image classification, anomaly detection, and sensor-driven decision-making.
AI-Driven Analytics and Insight Generation
Store large-scale event streams, telemetry, and sensor data in StratiSTOR while running analytics and inference pipelines on StratiSERV to accelerate decision-making and operational insight.
MLOps Pipelines and Automation
Use SteelDome’s software-defined platform to support model development, versioning, deployment, monitoring, and lifecycle operations across teams and sites.
¶ BENEFITS TO AI TEAMS AND ORGANIZATIONS
- High-performance storage and compute designed for AI workloads
- Unified infrastructure for training, inference, deployment, and data management
- Faster time to model through improved data access and operational efficiency
- Elastic scalability from edge environments to enterprise data centers
- Support for GPUs, containers, and modern orchestration frameworks
- Stronger governance, reproducibility, and infrastructure control
- Cost efficiency through hardware-agnostic, software-defined deployment
- AI and machine learning startups
- Enterprise data science and engineering teams
- Research institutions and innovation labs
- Cloud-native SaaS and analytics providers
- Cybersecurity, surveillance, and intelligent monitoring platforms
- Industrial IoT, robotics, and automation organizations
- Autonomous systems and advanced computing programs
With SteelDome, AI teams can build and deploy with confidence on infrastructure designed to support the full AI lifecycle. From training and inference to model operations and data management, SteelDome provides a unified foundation for intelligent systems at scale.