Intelligence You Own. Nodes You Can Count On.
JOHNAIC is a validated on-premise AI infrastructure platform. Every deployment is composed from fixed SKUs — no bespoke builds, no BOM discussions. Buy the node, not the components. Scale by adding nodes, not re-architecting.

You need a system, not a shopping list.
Cloud APIs turn sovereignty into a tax. DIY hardware turns deployment into a science project. Neither gives enterprise buyers what they actually need: validated AI infrastructure that arrives ready to run.
JOHNAIC ships as a complete platform — hardware, software, networking, and support designed together. You choose the deployment pattern; we handle the integration.
Fixed SKUs, fixed prices
No bespoke builds. No BOM discussions. Every deployment is composed from validated nodes with published prices.
Air-gapped by default
Your data, models, and inference never leave your perimeter. Sovereignty is not a configuration option.
Validated, not DIY
Single software image. Single support playbook. Single set of rails, PSUs, and fans.
Scale by adding nodes
Start with one J32. Grow to a hundred-node cluster. No re-racking, no re-cabling, no re-architecting.
The platform is hardware and software, designed together. Every node is rack-ready, cluster-ready, and pre-loaded with the JOHNAIC stack.
Across compute and storage nodes. One rail kit, one burn-in, one support playbook.
Dual on compute nodes, quad on Databank. Storage is the highest aggregate bandwidth consumer.
Multix + Titan + Panini validated and ready. DAC cables, rails, and deployment readiness included.
Panini
Agents & Workflows
Routing, automation, and the enterprise agent platform. Runs on J0, edges on J32.
Titan
Inference & Models
Kernels, quantization, and model execution. Runs on J32 and J192.
Multix
Infrastructure & Fleet
Virtualization, fleet management, and orchestration. Control on J0, workers everywhere.
| Specification | JOHNAIC 0 | JOHNAIC 32 | JOHNAIC 192 | JOHNAIC Databank 64 | JOHNAIC Switch Lite | JOHNAIC Switch |
|---|---|---|---|---|---|---|
| Form Factor | 4U | 4U | 4U | 4U | Rack-mount fabric switch | Rack-mount fabric switch |
| Ports | – | – | – | – | 16 × 100 GbE | Enterprise 100 GbE (high density) |
| vCPUs | 32 | 32 | 64 | 64 | – | – |
| System Memory | 64 GB ECC | 64 GB ECC | 128 GB ECC | 256 GB ECC | – | – |
| GPU Memory | – | 32 GB | 192 GB | – | – | – |
| AI Accelerators | – | 2 × NVIDIA RTX 5070 Ti | 2 × NVIDIA RTX Pro 6000 Blackwell | – | – | – |
| Storage | 1 TB NVMe | 1 TB NVMe | 8 TB NVMe (4 TB usable mirrored) | 64 TB NVMe | – | – |
| Network | 2 × 100 GbE | 2 × 100 GbE | 2 × 100 GbE | 4 × 100 GbE | – | – |
| Power | 1 kW | 1 kW | 2 kW | 1 kW | – | – |
| Power Supply | Single PSU | Single PSU | Redundant PSU | Redundant PSU | – | – |
| Disk Redundancy | – | – | Mirrored | – | – | – |
| Firmware | – | – | – | – | JOHNAIC validated | JOHNAIC validated |
| Cables | – | – | – | – | DAC cables included node-to-switch | DAC cables included node-to-switch |
Dual 100 GbE on every compute node is not an upgrade — it is the platform baseline. Quad 100 GbE on Databank 64 reflects that storage is the highest aggregate bandwidth consumer in the cluster.
JOHNAIC 32
Maximum FLOPs per rupee. The default compute node for most AI workloads.
JOHNAIC 192
Reserved for workloads that genuinely require high GPU memory and cannot be sharded across J32s.
JOHNAIC Databank 64
High-bandwidth NVMe appliance for embeddings, checkpoints, vector databases, and structured data.
JOHNAIC 0
Dedicated control plane for large clusters. Separate admin from compute, not sovereignty from operations.
JOHNAIC Switch Lite
Validated entry fabric for small JOHNAIC clusters. Lowers the platform entry without lowering the standard.
JOHNAIC Switch
Full platform fabric for production clusters. More ports, more headroom, more redundancy.
Every deployment is composed from fixed SKUs. These are the validated starting points we recommend most often — each designed for a specific organizational stage and workload profile.
Pick the right starting configuration.
Tell us your models, users, and data. We will recommend a validated deployment pattern with fixed pricing — no custom quote, no hidden components.