Managed AI Services
For organizations running production-grade artificial intelligence workloads that demand reliability, performance, and operational discipline.
We design, deploy, and operate AI platforms that move beyond experimentation — supporting model training, inference, data pipelines, and AI-driven applications across enterprise and research environments.
If AI availability, performance, or cost control matters to your business or mission, Cylix becomes your AI operations partner.
What We Deliver
Our Managed AI Services are purpose-built for real-world AI systems, not demos or notebooks left running in the dark.
AI Platform Operations & Management
We manage the full AI platform stack end to end, including GPU and accelerator infrastructure, model training and inference environments, containerized runtime and orchestration layers, secure access controls with tenant isolation, and robust resource governance with usage controls. The result is AI workloads that remain available, scalable, and predictable as your platform grows.
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Model Lifecycle & Deployment Operations
Cylix supports AI models from development through production, providing structured deployment and version management, controlled promotion from test to staging to production, and built-in rollback and failover strategies to ensure reliability at every stage. We optimize inference performance, implement continuous monitoring and drift detection, and design AI systems that evolve safely over time without disrupting downstream applications or critical business workflows.
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GPU & Accelerator Management for AI
We specialize in shared GPU environments optimized for AI workloads.
- GPU scheduling and isolation
- AI inference vs training workload balancing
- GPU time-slicing and utilization optimization
- Multi-tenant accelerator governance
- Cost-aware resource allocation
Organizations get maximum GPU ROI without contention or sprawl.
24x7 AI Monitoring & Proactive Support
AI platforms fail quietly if not monitored properly. Cylix provides:
- Streaming and batch pipelines for ingest, transform, validation, and cataloging
- Governance and lineage practices including PII handling, retention policies, and access controls
- Gold-layer data curation that supports training consistency and reproducible evaluation
Organizations get maximum GPU ROI without contention or sprawl.
Patch, Security & Lifecycle Management
AI platforms change fast — unmanaged ones break faster. We manage:
- OS, driver, and CUDA lifecycle alignment
- AI framework updates (PyTorch, TensorFlow, etc.)
- Security hardening and access controls
- Vulnerability remediation
- Platform version compatibility
This keeps AI environments secure and supportable.
Industry Experience That Matters
Life Sciences & Healthcare AI
Cylix supports AI platforms used for:
- Medical and scientific data analysis
- Predictive modeling and diagnostics
- Research AI pipelines
- Secure AI inference environments
We understand regulated data, traceability, and reliability requirements.
Education & Research AI Platforms
We manage AI environments supporting:
- Shared research AI platforms
- Faculty and student AI workloads
- Grant-funded AI projects
- Multi-tenant academic AI access models
Fair access, performance isolation, and governance are built in.
Scientific & Industrial AI
Cylix supports AI workloads used for:
- Simulation-driven AI modeling
- Computer vision and pattern recognition
- Forecasting and optimization engines
- AI-augmented scientific research
These environments require production reliability, not best-effort compute.
Why Cylix for Managed AI?
- Production-focused AI operations
- Deep GPU and accelerator expertise
- AI + HPC convergence experience
- Secure multi-tenant AI platforms
- Vendor-neutral architectures
- North American delivery and support
We don't just help you build AI — we help you run it at scale.
Engagement Models
Cylix offers flexible AI engagement models aligned to organizational needs:
- Fully Managed AI Platforms
- Co-Managed AI Operations
- AI Platform Stabilization & Rescue
- AI Performance & Cost Optimization
- AI Readiness & Architecture Reviews
All services are SLA-backed and aligned to workload criticality.
Let's Engineer Your AI & HPC Operations
for Performance, Resilience, and Scale
Whether you are running million-parameter simulations or low-latency AI assistants, Cylix keeps your infrastructure and models optimized, supported, and compliant. We ensure your AI and HPC environments operate reliably and scale with your growth.
