AI Training
High-performance infrastructure for training demanding AI and machine learning models.
Discuss a training requirementYour AI model is ready. Is your infrastructure?
Move your AI workloads from POC to production with the right compute, architecture and capacity.
- Training
- Fine-tuning
- Inference
- Production AI
Have an AI infrastructure requirement?
- info@znetlive.com
- Call
- 08047360123
Planning production AI in the next 30–90 days? Start the infrastructure conversation early.
GPU type, capacity, architecture, location, storage, networking and deployment timelines can materially affect performance, availability and economics. The earlier these are settled, the more options you have.
Share your timeline with usDon’t start with the GPU.
Start with the workload.
AI infrastructure decisions should start with the workload, not a GPU model number. We help organizations evaluate the architecture, compute capacity, deployment location and economics required to move AI from experimentation to production.
- 1WorkloadWhat you are running, and at what scale
- 2ModelSize, architecture and precision
- 3GPUClass and generation that fit the model
- 4MemoryGPU memory per card and host RAM
- 5ClusterNode count and interconnect
- 6StorageThroughput for datasets and checkpoints
- 7NetworkFabric, bandwidth and egress
- 8LocationLatency, residency and compliance
- 9CostCommercial model and total cost
Start at step one. Tell us what you are running and we will work through the rest with you.
Share Your RequirementWhat are you building?
Each stage of the model lifecycle puts different demands on compute, memory and storage. Pick the one closest to your plan.
Fine-Tuning
Flexible compute for adapting models to enterprise data, domains and use cases.
Discuss a fine-tuning requirementProduction Inference
Infrastructure optimized for production AI, inference performance and scaling.
Discuss an inference requirementAI Applications
Infrastructure for GenAI, AI agents, vision, speech, LLM applications and AI-native SaaS.
Discuss an AI applicationProduction AI is an infrastructure problem, not just a GPU problem.
A model that runs well in a notebook still needs storage that keeps up, a network that doesn’t bottleneck, a place to run that meets your compliance needs, and a cost profile that holds at scale.
The GPU is one layer of the stack. We plan all of them together.
Plan the Full Stack With UsEconomics
Cost optimization
Operations
ScalingMonitoring
Orchestration
Kubernetes
Placement
Deployment locationData sovereignty
Network
Networking
Data
High-performance storage
Compute
GPU computeGPU clustersCPU and memory
Not sure which GPU or architecture you need?
Tell us about your workload. Our team can help evaluate your training, fine-tuning or inference requirements and identify suitable infrastructure options.
Why ZNet
An infrastructure partner that starts with your workload and stays with you through deployment.
Email Your AI RequirementAccess to multiple infrastructure options
Recommendations follow your workload, not a single platform we need to fill.
Workload-led architecture consultation
Compute, memory, storage and network sized around what you are actually running.
Training, fine-tuning and inference
Infrastructure for every stage, from first training run to production traffic.
India and global deployment
In-country options for data residency, or regions closer to your users worldwide.
Technical and commercial consultation
Architecture and pricing discussed together, so the design fits the budget.
Cloud and infrastructure expertise
Backed by ZNet’s cloud and infrastructure team.
From architecture to deployment
One team from the first conversation through go-live.
Talk to your regional team
Prefer a named contact? Reach the AI infrastructure specialist for your region directly.
Outside India, or not sure who to contact?
info@znetlive.com
08047360123
-
Mumbai & West India
Fayaan Kataria
mohamed.kataria@znetlive.com +91 97699 95358 -
North India (outside NCR)
Shree Om
shree.om@znetlive.com +91 88750 02241 -
Delhi NCR
Sumit Sikdar
sumit.sikdar@znetlive.com +91 98182 43485 -
Bengaluru & South India
Mithun Kannan
mithun.kannan@znetlive.com +91 90422 44664
Tell us about your AI workload
A few details help us bring the right specialist to the first conversation.
Thank you. Let’s talk infrastructure.
Your requirement has been received by our team. If the requirement is time-sensitive, you can also reach us directly:
Prefer talking directly? info@znetlive.com 08047360123