Rochon
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Services

Seven engineering specializations, one method: measure on your data and your hardware, then build the smallest thing that clears the bar. Every engagement ends with weights, code and infrastructure you own.

Custom AI & model development

Bespoke small language models, custom tokenizers and architectures fitted to your data.

0.5B–14B parameters · QLoRA / DoRA · full weight transfer

Secure on-premise AI flows

Air-gapped inference inside your racks or private VPC. Nothing leaves the perimeter.

vLLM / TensorRT-LLM · AD / Okta SSO · immutable audit logs

Custom edge AI development

Neural models compiled for the silicon they run on, within strict power budgets.

NXP i.MX · Silicon Labs EFR32 · NVIDIA Jetson

Model evaluation & benchmarking

Head-to-head measurement of latency, thermals and cost on your target hardware.

p95 / p99 latency · memory bandwidth · cost per task

Automation & agentic workflows

Deterministic state machines with typed schemas and human approval gates.

OpenAPI / Pydantic schemas · bounded recursion · full audit trail

Inference & quantization optimization

INT4/FP8 quantization, semantic routing and right-sized GPU fleets.

AWQ / GPTQ · prompt compression · up to 70% cost reduction

Managed AI infrastructure

We operate your clusters. You keep the hardware, the invoices and the data.

zero reseller markups · blue-green upgrades · kernel patching

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.

contact@rochon.in