Capabilities
Four areas where we help organisations design, deliver and run AI, from architecture and evaluation to open, sovereign infrastructure.
AI architecture and validation
We help you decide whether a use case suits AI, choose the model and architecture, and design how quality, cost and risk are evaluated, before anything reaches production.
Knowledge and agent systems
Retrieval and grounding, knowledge graphs, tool-enabled agents and MCP interfaces, with the guardrails, evaluation and oversight that keep them dependable, including local and air-gapped deployment.
Open infrastructure and sovereignty
Portability, lock-in analysis and open-source options across cloud and AI infrastructure, including on-premises, local models and air-gapped deployment, built for data control and sovereignty.
ComplementaryCommunity and ecosystem
We help companies and associations choose the technical communities that matter to them, take part in a way contributors recognise as genuine, and where it makes sense, create and run a community of their own. We work from inside the same communities, as participants and speakers.
How delivery works
Four stages, and what you receive at each one.
01Assess
Use-case map and architecture assessment
Whether the use case suits AI at all, and which model and architecture fit it.
02Decide
Decision memo, with the recommended next step
Build, buy, or open source, judged on measured cost, latency and risk rather than on a feature list.
Stop. Do not build this.
This stage can end the engagement. If the answer is that the use case should not exist, you get that in writing, with the reason and what to do instead.
03Validate
Evaluation plan and a measured prototype
Whether it is safe to put in production, against criteria agreed before the prototype was built.
04Deliver
Integration and oversight plan, including a local or air-gapped option
Who owns what. Delivery is direct, with named specialist partners, or alongside your own team.
Not provided24/7 operations · managed services · generic staffing
Who delivers, and where
We stay responsible for architecture, validation and technical direction through to production. The building happens in one of three ways: directly by us, together with named specialist partners, or alongside your own engineering team. Which one applies is agreed and written down before work starts.
Depending on requirements, we work across open-source platforms, on-premises and air-gapped environments, and selected cloud services. We are a Huawei Cloud reseller, which is the only reason that one is named here: it is an option we can deliver directly, not a preference we bring to a decision.