Built around the workload, not the other way round.
Four workload families we run every day — each with its own fabric, storage, and operating pattern.
Weeks-long runs that finish.
Pretraining rewards one thing above all: a fabric that never stalls and an operation that never loses a step. Dedicated clusters, checkpoint-aware scheduling, and engineers who watch the run with you.
SCALE-OUTCHECKPOINT
DISCIPLINETERM
CAPACITY
Latency your users can feel — in a good way.
Chat, generation, embeddings, ranking — served from capacity tuned for the request path, close to users across Asia Pacific. Autoscaling absorbs the spikes; the latency budget holds.
IN-REGIONP99 AT THE
EDGECONSUMPTION
BASED
Models that follow the market, daily.
Recsys, forecasting, and campaign models live on fresh data. Burst capacity turns retraining from a weekly compromise into a nightly habit — reserved ahead of campaign drops, released when the run lands.
WINDOWSHOURS TO
PROVISIONPAY PER
WINDOW
HPC discipline, cloud convenience.
CFD, molecular dynamics, geophysics, climate — workloads that punish weak interconnects. The same non-blocking fabric we build for training, scheduled the way HPC teams expect.
TUNEDQUEUE
SCHEDULINGTERM OR
BURST
Your workload won't fit a box. Good.
Most engagements mix two or more of these patterns. Bring the messy version — we'll shape the fleet around it.
Talk to sales68 Circular Road, #02-01
Singapore 049422
hello@gridwind-solutions.com