Advange provides full-stack operations and maintenance for AI data centers—from compute cluster deployment and high-speed interconnects to platform operations, critical facilities, and continuous improvement.
GPU health, server configuration, high-speed fabrics, job schedulers, and critical facilities are tightly connected. When each layer is operated separately, diagnosis slows down and capacity is lost.
GPU, server, fabric, storage and facility conditions can influence the same incident.
Without unified telemetry and workload baselines, underutilization and performance degradation remain hidden.
On-site teams, remote engineers, OEM support and service management need one escalation path.
Power, cooling, fire protection, access, and emergency readiness must support uninterrupted computing operations.
The service scope is modular. Customers can begin with a focused requirement or combine the layers into a full-stack AIDC operating service.
Prepare AI compute infrastructure for deployment, acceptance, and stable operations across Southeast Asia.
Compute cluster architecture and deployment planning
Acceptance testing, health checks, and readiness review
Operating scope, roles, and support model definition
Protect operational data and establish consistent controls around access, interfaces, and service activity.
Network security and data protection
Supplementary IT services
Standardized O&M interfaces and access controls
Operate the AI platform with end-to-end observability and continuous workload performance monitoring.
AI platform operations and maintenance
Business continuity assurance
Full-stack observability and application optimization
Keep GPU clusters available and efficient throughout deployment, scaling, daily operations, and fault recovery.
Cluster deployment, delivery, and lifecycle operations
Compute scheduling and utilization optimization
Predictive maintenance and high-availability assurance
InfiniBand / RoCE operations and optimization
Maintain the physical environment that keeps high-density AI compute safe, available, and energy efficient.
Critical power, cooling, fire protection, and low-voltage maintenance
Green operations, including PUE / WUE tracking
Asset, spare parts, and emergency readiness management
The AIDC Operations Center combines continuous monitoring, local delivery, service governance, and technical expertise within one operating model.
Unified telemetry, alert correlation, work-order creation, scheduling, and access coordination.
Business-hours request handling, physical inspection, replacement, cabling, validation, and recovery.
Advanced diagnosis, OEM coordination, performance tuning, quality control, and continuous improvement.
Clear triggers, roles, approvals, records and closure criteria make cross-team execution consistent.
Identify, classify, prioritize, diagnose and restore.
Functional and management escalation with clear ownership.
Visit readiness, execution records and completion checks.
Fault validation, packing, replacement and asset updates.
RFC, approvals, implementation and rollback control.
Role-based approval, time limits and special-case handling.
Versioned runbooks, known issues and lessons learned.
Monitoring, predefined scenarios, remote-first resolution and parallel on-site execution reduce the time between detection and recovery.
Continuous communication and operational visibility.
95% target for early detection and alert verification.
80% target supported by parallel remote and on-site action.
Updates during critical incident response.
Collect telemetry across GPU, server, network and facilities.
Correlate alerts and isolate hardware, network or software causes.
Execute remote recovery, on-site action, RMA or OEM escalation.
Update runbooks, knowledge, training and performance baselines.
Transition establishes the technical baselines, tools, responsibilities and operating procedures required before live service begins.
Advange aligns the service boundary with the customer, validates the environment and prepares the delivery team before entering steady-state operations.
Inventory, topology, workload, facility and current-performance review.
Scope, roles, escalation, access, SLAs, workflows, and reporting.
Monitoring, tools, runbooks, knowledge transfer, training and scenario drills.
Controlled go-live, performance review and continuous optimization.
The service combines full-stack AI infrastructure capabilities with multilingual operations and direct collaboration across the technology ecosystem.
End-to-end operations covering GPU deployment, cluster health, network performance, platform monitoring, and facility reliability.
Reported outcome (source required): 30% faster incident resolution and more than 20% higher resource utilization.
24/7 support designed for English, Malay and Chinese operating environments and cross-border delivery teams.
Reported outcome (source required): 50% more efficient cross-border collaboration.
Deep collaboration with manufacturers such as Supermicro and ASUS, supported by pre-staged spares and certified AI solutions.
Reported outcome (source required): Four-hour on-site response and up to 70% lower mean time to repair (MTTR).
Discuss your current environment, service boundary and availability requirements with the Advange AIDC operations team.
The challenge