On-Premise AIscenario
GPU and infrastructure for local AI
Cards · power · network · orchestration · no “shelf GPU” illusions
Hardware for the job, not “max H100”
We profile the job: model size, context, number of users. We spec NVIDIA / alternatives, plan power and cooling, and schedule supply. A software pilot can start on available hardware; the cluster grows with load.
The pain we close
GPUs bought “by eye” — underpowered or idle
The data center is not ready for 10–12 kW per node
No plan for the network between cards
Parallel-import lead times were not built into the project
What we do
Load profile
Model, tokens, concurrency, fine-tune or inference only.
Specification
GPU, CPU, RAM, storage, network.
Data-center readiness
Power, cooling, rack.
Orchestration
K8s + GPU Operator when needed.
Related experience
FAVORIT
Costbl — SaaS cost estimation for metal parts from drawings
More than 5 months, two stages. Stage 1 — prototype: AI chat and PDF parsing (screenshots in the stage 1 block). Stage 2 — current state: full calculation (video in the stage 2 block). Product: https://costbl.ru/
Project (NDA)
AI avatar for streams
We built an AI broadcast tool: on camera — a person, on air — the chosen character. Live face swap + persona select. Work demo in the “Video” block (no autoplay). Brand details under NDA.
ChatNeuron
ChatNeuron — cloud AI agent and widget · CIS-ready
We built NeuronChat as SaaS: portal with dashboard, agents, dialogs, leads, analytics, and knowledge base. Site widget, RAG training, multiple agents for different domains in one account. CIS-ready: multilingual AI and local CRM/1C integrations.
Guides
Card cost is a separate estimate. Below — JimmyNeuron work on selection and launch.
| Package | What’s included | Price | Timeline |
|---|---|---|---|
| Selection and specification | Profile, BOM, supply risks | $1,705 | 1–2 weeks |
| Deploy on your hardware | Software contour on provided GPUs | from $5,682 | 4–8 weeks |
The full quote drivers block is on On-Premise AI and in pricing.
FAQ
Do you supply the cards yourselves?
We handle selection and channels (including parallel import). Hardware lead times and cost are locked separately from the software pilot.
Spec GPU for the job
Approximate model and number of users — enough for a first specification.
