Concepts
The engineering behind the promise.
"Sovereign, compliant, private" — every vendor's homepage says it. Ours does too. These pages explain how — the actual concepts we apply, at the depth your engineers and evaluators will want to check.
Small models
Small models, measured. →
Why a fine-tuned 4–8B that knows your documents beats a frontier API that has never seen them — the specialisation effect, the fine-tuning vs. retrieval division of labour, the economics, and the honest list of where small models lose.
Quantization
How a datacentre model fits in your office. →
Bytes per weight, the 4-bit production sweet spot, the 1–2 bit frontier that puts 27B-class models on a phone, and the KV-cache memory bill nobody budgets for. The technology that decides what your sovereignty costs.
Evaluation
If we can't measure it, we don't ship it. →
How the evaluation set gets built from your documents before any model is touched, the four-way ablation that shows what each component buys — and what it doesn't — guardrails tested like features, and the go/no-go gate that decides whether production gets built.
Sovereign runtime
From one workstation to a full air gap. →
The three deployment shapes, the small-first router that escalates to a larger local model — never to a cloud — and zero egress as a property you can verify at your own firewall.
Orchestration
Where the demo becomes a system. →
LangChain and LangGraph in production — what the framework provides, the six things it leaves to you (RBAC, audit trails, PII discipline, evaluation, trace residency, versioning), and the hardening that turns an agent demo into an operable system.
For the delivery pipeline these concepts plug into — discovery to monitoring, step by step — see the platform.
Check us on the details.
Bring your hardest questions — the scoping call is with the engineer who builds the system, not a sales deck.