PRD-08 · AI

AI & RAG

Self-hosted retrieval-augmented generation

01 — Overview

Your models, your data, your network.

The reason most organisations can't use AI is not capability, it's custody: the useful answer needs the sensitive document, and the sensitive document can't leave the building. We build retrieval-augmented generation that runs where the data already lives — on your servers, on your network, air-gapped if that's the requirement — so the model reasons over your knowledge base without a byte of it reaching a third-party API. It is the same sovereignty discipline behind our defence work, applied to language models.

Signal plots showing AI adaptive noise cancellation cleaning a noisy waveform
AI on signal data — adaptive noise cancellation recovering a clean waveform from a noisy one.

02 — What it does

Inside the system.

RAG

Retrieval-augmented generation

A pipeline over your own documents — vector search, grounded generation, and citations back to the source — so answers are traceable, not hallucinated.

LLM

LLM integration & fine-tuning

Open-weight models run locally, fine-tuned on your domain where it earns its keep. No per-token bill, no data egress.

DOC

Document intelligence

Extraction, classification and summarisation over the unstructured pile — contracts, reports, correspondence — that no one has time to read.

FLW

Workflow automation

Human-in-the-loop automation: the model drafts and routes, a person decides. Judgement stays where it belongs.

DSP

Signal & sensor AI

The same practice behind our AI adaptive noise cancellation — machine learning on radar, sonar and sensor data, at the edge.

03 — Deployment

Where it runs.

On-premise, private cloud, or fully air-gapped. Nothing calls out: the models, the vector store and the documents all sit inside your perimeter.

Start here

See AI & RAG
against your problem.

Tell us what you're trying to train, track or communicate through, and we'll tell you honestly whether AI & RAG fits — or whether you need something else built.

Start the conversation