Praxis: AI solution architect for physical AI and knowledge work

Praxis is an agentic AI solution architect for engineering firms, system integrators and forward-deployed teams that compete on complex tenders. It turns a customer requirement into a complete, evidence-backed system design and the full set of documents the engagement needs, in about an hour instead of weeks. A graduate engineer using Praxis designs with the confidence and depth of a ten-year specialist, in a domain they have never worked in before.

Praxis covers the full spectrum of modern AI deployment. Physical AI: intelligent systems that sense, reason and act in the real world, across plants, grids, mines, ports, rail, warehouses, pipelines and water networks. Knowledge work: decision-intelligence software for professionals whose job is judgement over information, such as brokers, analysts, planners and compliance teams. Praxis recognises which the engagement calls for, or whether it needs both, directly from the requirement.

Upload the requirement in whatever form it arrives: PDF, Word, Excel, PowerPoint, CSV, images or a few typed lines. Praxis reads the whole of it, however large, and nothing buried at the back is lost. Before it designs anything, it identifies the questions the requirement leaves open, recommends an answer for each, and waits for your decision. Only then does it produce a complete design: the architecture, technology stack, edge hardware, integrations, risks, scope, pilot gates, roles, engagement model and commercial terms, every item traced back to the customer's own words.

Every design Praxis produces is grounded in a curated body of sector knowledge, regulation, case studies and reference architectures for the customer's industry and country, and every claim it makes is checked before you see it. A design that cannot support what it asserts is not accepted. The result is a proposal you can defend in front of a technical evaluation panel, with the evidence already attached.

From a single approved design, Praxis delivers the complete engagement pack: the proposal in PDF, Word and slide form, the functional specification, the architecture note, a live simulation of the customer's own estate, the command centre, a tutorial film and an engineering paper. Because every document is produced from the same design, a number on the cover, in a figure and in the text is always the same number. Nothing contradicts, nothing drifts, and nothing leaves without passing a final quality check. Where a tender was uploaded, Praxis also produces a dedicated tender response in the tender's own format, answering every rule and numbered requirement.

Sovereign by design. Praxis runs on open-weights models, and every model it recommends to a customer is one that customer can operate on its own hardware or within its own borders. Model selection respects the buyer's jurisdiction and export regime, and the reasoning is stated on the plan. No closed or proprietary model is ever part of the design, so data residency and sovereignty requirements are met by default.

Praxis keeps a permanent record of every run and how it performed. Your team can rate each run and capture lessons, and every future design benefits from them automatically, with no retraining and no waiting. Knowledge is held in one governed system of record with a full audit history, so you always know what the platform knows, where it came from and when it was verified.

Scope is versioned, attributed and owner-controlled. Anyone on the team can contribute context or propose a change; only an owner can approve it, and every decision is recorded with who asked and who decided. Customers get their own private, secure space to review the design, ask questions and raise proposals, entirely separate from your internal workspace.