No need for your own operations team,
and compute runs 24/7 without a break
and compute runs 24/7 without a break
We take over day-to-day operations after a data center and GPU cluster go live: proactive alert monitoring, fault diagnosis, manufacturer RMA coordination, UFM cluster network upkeep, and emergency on-site response. Power and network outages get a one-hour response, equipment repair requests four hours, and a monthly operations report is produced. Sites we built and sites built by other vendors can both be commissioned.
Delivering the equipment does not mean someone takes over daily operations
Transfer of ownership does not mean someone takes over the daily work. Alerts need dedicated on-duty staff, hardware faults need someone to open an RMA and chase it until the parts arrive, and the cluster network needs someone to isolate faulty nodes. All of this begins after go-live.
Daily operations cover six core tasks
On-duty staff watch alerts in real time and assess and classify them on the spot. Most incidents are resolved remotely, which gives the shortest response time. Once a hardware fault is confirmed, an RMA is opened and tracked until the parts arrive and the replacement is done. For incidents that need on-site work, staff are dispatched immediately and billed per visit, with rates tiered by weekday, holiday, and time of day.
- Problem
No dedicated operations staff after go-live
Monitoring, alerts, and RMA have no dedicated contact point, so existing IT staff handle them on top of their regular work.
SolutionProactive monitoring and
alert intake On-duty staff watch equipment status and alerts 24/7 in real time, and complete diagnosis, classification, and first-line resolution remotely.
SolutionAIOps intelligent operations platform
All Day-2 remote operations run on this platform, which produces dashboards and reports, and security updates run on a schedule.
- Problem
Skills gap in cluster networking
GPU cluster networks differ greatly from ordinary data center networks, and without experience it is hard to locate faults promptly.
SolutionNVIDIA UFM cluster network operations
Continuously monitors high-speed network status, detects link faults, and isolates faulty nodes.
SolutionTechnical staff training
The owner's technical staff can join training and take over first-line diagnosis and routine checks.
- Problem
Gap between manufacturer warranty
and on-site handling Warranty terms are written into the contract, but swapping parts, sending items for repair, and bringing machines back online still require someone on site.
ProblemNo handling time limit agreed for fault resolution
Without agreed response and on-site arrival times, you can only wait passively when a fault occurs.
SolutionFault resolution and manufacturer RMA coordination
After a hardware fault is confirmed, we open an RMA with the manufacturer and track it until the parts arrive and the replacement is done.
SolutionEmergency on-site support
For incidents that need on-site work, an engineer comes on site. Billing is per visit, tiered by weekday or holiday and by whether the visit falls inside or outside service hours.
- 01Monitoring and alerts
Continuously watch equipment and the cluster network.
- 02Assessment and classification
Confirm the incident's impact and who is responsible for the response.
- 03Resolution and tracking
Resolve the issue, coordinate the RMA, and keep records.
Two service level modes,
chosen by scope of responsibility
When one party is responsible for both the equipment and the site, the availability guarantee mode applies: overall availability is the commitment, with an agreed service fee adjustment if the target is missed. When responsibility spans several parties, the response-time guarantee mode applies, committing to time limits for alert response and fault handling. Availability also depends on power, MEP, and equipment quality, so the mode and the responsibility boundary are confirmed together before signing.
Availability guarantee mode
Overall availability is the commitment. The service fee adjustment rate and cap that apply if the target is missed are stated in the contract.
Response-time guarantee mode
Commits to time limits for alert response and fault handling. Availability is assessed separately based on actual site conditions.
The scope of the operations fee,
fully defined at signing
fully defined at signing
The boundary of the operations fee is written once at signing: which routine maintenance is included in the monthly fee, which parts and engineering work is priced separately, and compatibility issues after driver and framework upgrades.
Covered by the operations fee
The monthly fee covers the staffing and work of routine operations and is not priced separately by number of incidents.
Not included in the operations fee
Items that are parts costs, new engineering work, or the owner's own environment are quoted separately based on the actual items.
Operations scope covers the whole compute path
Cluster faults can occur outside the GPU servers too: a switch link fault, a management node scheduling failure, or a storage mount interruption can each stop training. Operations must cover the whole path, and pricing is calculated from the unit count and type of each device.
- GPU servers
Hardware alert monitoring, fault diagnosis, manufacturer RMA issuance and tracking
- Switches
Link status monitoring, faulty port isolation, firmware version control
- Management and storage nodes
Monitoring of scheduler service availability, mount status, and capacity levels
- Load balancers
Topology health and cross-node bandwidth degradation detection
24/7 on-duty coverage
After go-live, the on-duty team takes over equipment monitoring, alert assessment, and hardware repair requests remotely. The status, handling, and timeline of every incident are fully recorded, so responsibility boundaries are clear and auditable.
FAQ
When a GPU cluster has a problem, how long until someone responds?
What equipment does the operations contract cover?
How is the operations fee calculated?
Can a short-term project sign for only a few months?
What reports are provided during operations?
We have our own IT team. Can we run operations together?
What information security standards do KONST's data centers meet?
Services often evaluated together
Is your operations team ready now that the data center is live?
Send us your equipment list, and we will reply with the operations scope and service level.