We place Forward Deployed Legal Engineers inside firms, regulators, courts, and in-house teams to design, build, and operate AI systems the practice can rely on. The work begins with the matter, not the model.
Forward Deployed Legal Engineering is how we bring frontier AI into the practice of law. Our engineers sit beside partners, general counsel, regulators, and frontline lawyers, working from the matter outward.
We do not begin with a generalised product. We begin with the work, and with the constraints that define it: privilege, supervision, ethical duty, audit, jurisdiction, reliability. These are not edge cases. They are the architecture.
The result is bespoke AI infrastructure built within the firm's security model, connected to its data and its tools, governed by its supervisory structure, and accountable to the people who carry the risk.
Every deployment yields patterns. Patterns become products. The deployment is the research.
A focused review of where AI creates measurable value inside the practice. We map the workflows, the supervision points, and the ethical and regulatory perimeter. Conducted under engagement letter.
We select a small number of high-value workflows with leadership and operating partners, and we agree the supervision regime, the evaluation harness, and the criteria for production readiness.
Engineers embed inside the firm. They design, build, test, and ship systems connected to the firm's data, tools, and controls. We do not leave at the prototype. We leave when the work is in production.
Ongoing operation, evaluation, model rotation, and capability extension. Your systems improve as frontier capabilities arrive, without being rebuilt from the ground up.
Outcome modelling, motion strategy, judge and counterparty analytics, calibrated case valuation. Built for the courts and counsel that have to defend the answer.
EU AI Act conformity, sectoral compliance, supervisory reporting, controls libraries. Operational systems for the bodies that write and enforce the rules.
Process-aware retrieval, matter memory, evidentiary citation, and the latent representations that let a firm's accumulated work become a working instrument.
Legal information systems for legal aid organisations, judicial branches, and unbundled-services counsel. Built to scale to the people who have no other option.
Diligence at depth, contract intelligence, deal-room agents, and the supervised workflows that hold up under partner review and counterparty scrutiny.
Grounded-correction harnesses, evaluation infrastructure, and the audit trails that allow firms to deploy frontier systems without surrendering professional accountability.
Continuous latent space is the native domain of machine reasoning. Text is a rendering layer, not a processing layer.
The bottleneck is no longer model capability. It is the work of integration, supervision, and operating change inside the firm.
Every deployment produces patterns. Patterns become products. The deployment is the research.
We do not sell access to a model.Office of the Founder · Vancouver, MMXXVI
We deploy infrastructure the practice
can rely on every day.
The Legal AI Deployment Company works as a committed partnership with the institutions that shape the practice. We do not list our clients on a homepage. We list the constituencies we serve.
Engagements begin with a private diagnostic. We work with a small number of partners each quarter, under confidentiality, scoped to the matter and the supervisory regime of the institution we are working inside.