AI infrastructure · on-premise

AI that never
leaves orbit.

Your data sits in the vault. Models, retrieval and GPUs orbit it on your hardware or in your own cloud account, and we keep every ring in orbit. Nothing you feed a model escapes the pull.

Mission profiles

Three trajectories,
one control room

01 · Closed orbit

Your hardware

Your racks or colo. We install k0s and the GPU stack, then fly it remotely over the mesh.

02 · Station-keeping

Your AWS or GCP

GPU nodes inside your own cloud account and compliance boundary, on the same cluster.

03 · Slingshot

Burst compute

Batch jobs on non-sensitive data launch to on-demand GPU marketplaces at the lowest hourly price, then return.

What we keep in orbit

Every ring,
one pager

Four layers, all open source, all operated by us. Your team only touches the API at the top.

R1Models

vLLM or Ollama serving open-weight models behind an OpenAI-compatible API.

R2Retrieval

pgvector or Qdrant with ingestion pipelines. RAG on your documents, backed up like any database.

R3GPU

NVIDIA GPU Operator on HA k0s: drivers, device plugin, scheduling that keeps cards busy.

R4Fine-tuning

Training runs on your own data, queued onto idle GPUs and versioned next to the base model.

Downlink

Telemetry comes down.
Payloads stay up.

Stays in your perimeter

  • Prompts, completions, chat history
  • Documents and their embeddings
  • Fine-tuned weights
  • Inference on anything sensitive

Crosses the mesh

  • Metrics and alerts for our on-call
  • Public base-model downloads
  • Non-sensitive batch jobs, if you allow them

Countdown

From scoping call
to stable orbit

T−2Scope

Models, data rules, the hardware you have or need. A written flight plan and a fixed quote.

T−1Build

Cluster, GPU stack, serving and retrieval, wired into your apps and identity provider.

T−0Operate

Upgrades, capacity and 24/7 on-call. Open source all the way down: you can take the controls any time.

Priced per mission

Keep the
intelligence
in-house.

We already run our own offline AI products in production. AI work is quoted to your hardware and models after a scoping call.

Book a scoping call How the mesh works
prehoy.com