Custom AI · Private Deployment · Edge Intelligence
AI that runs whereyour data lives.
We design, build and deploy custom AI for teams that need control: on their own servers, in a private cloud or directly on edge devices. Evaluated against your workload. Built around your constraints.
The deployment realityEveryone wants AI. Few know what to run, where, and at what cost.
Public leaderboards measure generic benchmarks. Real systems break on hard operating constraints: data ownership, memory ceilings, and latency budgets.
What we do
Engineering capabilities built around your operating constraints. Each engagement starts with empirical evaluation on your workload and delivers assets you own.
One gateway between your silicon and your software.
Every request, from a web workspace, an API client or a factory sensor, passes through one auditable routing layer inside your perimeter.
Measured on the silicon it runs on.
Benchmark suite specs →Figures below are illustrative values against verified hardware specifications. Client engagements ship with measurements from your own hardware.
| Model & pipeline | Target hardware | Latency (p95) | Power | Quality | Cost / 1M | Data privacy |
|---|---|---|---|---|---|---|
Rochon custom vision transformer→ | NVIDIA Jetson Orin Nano (8GB) | 14.8 ms | 10.2 W | 94.2 / 100 | $0.02 | Zero egress (local) |
Rochon micro-defect classifier→ | NXP i.MX 93 (0.5 TOPs eIQ NPU) | 24.5 ms | 2.8 W | 91.8 / 100 | $0.01 | Zero egress (local) |
Rochon acoustic anomaly detector→ | Silicon Labs EFR32MG24 | 18.2 ms | < 0.4 W | 88.5 / 100 | < $0.01 | Zero egress (local) |
Rochon secure local LLM (8B FP8)→ | 1x NVIDIA RTX 4090 (air-gapped) | 195 ms | 350 W peak | 91.4 / 100 | $0.18 | Zero egress (local) |
Rochon high-capacity (70B INT4)→ | 2x NVIDIA L40S 48GB (on-prem) | 480 ms | 650 W rack | 93.6 / 100 | $1.20 | Zero egress (local) |
Frontier cloud API baseline→ | Public cloud multi-tenant API | 1,420 ms | Datacenter | 92.8 / 100 | $15.00+ | Cloud data egress |
Five stages. One line.
Detailed approach methodology →Every engagement starts with a fixed-fee pilot: a measured answer to one narrow question on your real data, delivered in weeks, not a slide deck.
Deploy custom AI on your terms.
Tell us about your target silicon, data residency constraints, or latency requirements. Rochon engineers will provide a clear evaluation of what is viable, with power and latency models and deployment blueprints.