Run intelligence on compute you control.
Owned GPUs, cloud GPUs or your own API keys. We design the environment, size it to the model, and run it inside your VPC or on our fleet. The aim is simple: lower operating cost and no lock-in.
Not one shared cloud.
Pick where the intelligence runs, and change your mind as the workload changes. The models and datasets move with you.
Hardware you own.
Dedicated GPU servers on-premise or colocated. The best unit economics at steady load, and the only option for some data regimes. We specify, install and operate.
Capacity by the hour.
Rented GPUs on your cloud account or ours. Scale up for a training run, scale down after. Pay for hours, not hardware, and keep the option to move.
Your keys, your cloud.
Bring your own model keys and cloud. The fastest start: nothing to provision, nothing leaves your walls, and you keep every existing contract.
Right-sized, not over-provisioned.
Operating cost is decided when the model is chosen. A tuned 7B adapter on one mid-range GPU often replaces a frontier API call at a fraction of the cost per token.
Models and datasets are yours to keep.
Compute is where it runs. These are what it runs, and both are files you can hold, inspect and move.
Open-weight domain models
LoRA adapters on open base models, published on Hugging Face, proven on our own live deployments.
- B2B Marketing v2 (Qwen3-32B) · 86% head-to-head vs base
- CFO Brain v1 (Qwen3-32B) · 75% head-to-head vs base
- B2B Marketing 7B for single-GPU serving
- Apache-2.0 · zero-leak verified
Curated training and evaluation sets
Designed scenario matrices, hand-reviewed exemplars, verifier gates and held-out evaluation prompts.
- Training pairs generated against real scenarios, not scraped
- Held-out eval sets published alongside each model
- Golden datasets for vertical solutions, annotated by your experts
- Scrubbed before training, verified clean after
Compute is layer one of eight.
Memory, data, governance, models, resilience, orchestration and human oversight sit on top. Adopt a layer at a time or run the whole stack in your VPC. See the platform →
- Isolated instance per client, scoped credentials per tool
- HTTPS only, admin access over identity-gated tunnels
- Human approval on high-stakes actions, full audit logs
- Client data never used to train public models
Get a compute plan, not a quote.
Bring the workload. We will size the model and the hardware together and show you the cost per task. No pitch deck. Just a technical conversation.