Sovereign agentic AI for law firms

Agents that carry the matter. Data that stays yours.

Millwright C.G. designs and builds agentic AI platforms for law firms — multi-step workflows that draft from your precedent, retrieve from your knowledge base, and show their sources. Built on your own model account. Owned by you.

matter 2026-0412 · office action response
awaiting review
  1. Parse office action
  2. Pull prosecution history
  3. Map rejections to claims
  4. Draft response
  5. 5Attorney review
  6. 6File
Step 5 · draft for review

The §103 rejection of claims 1–4 over Hartley in view of Ng is traversed: Hartley's coupling is fixed-ratio and cannot supply the variable-pitch limitation of claim 11, and the Examiner's stated motivation is contradicted by Ng's own teaching away2.

Sources
[1] Hartley US 9,214,338 · col. 4, ll. 12–31
[2] Ng US 10,002,117 · ¶ [0047]
Approve & continueEdit draft

Illustrative. An attorney approves each step before the next one runs.

What gets built

Workflow agents, shaped around the matter.

Workflow agents

Multi-step agents that carry a matter from end to end — drafting from firm precedent, retrieving from curated knowledge bases, monitoring public registries, and organizing documents at volume.

The interface

A clean surface built around the steps of the matter. An attorney reviews and approves each step before the next one runs, and every result shows the sources behind it.

Your knowledge base

The firm's documents, precedent and playbooks, private to the firm. Answers cite the page they came from — every claim is one click from its source.

Configured, not forked

Standing instructions, enabled workflows and display are configuration per firm. Isolated single-firm deployments are available under the firm's own accounts.

Where your data lives

Every engagement is architected so the client's data remains their own.

01

Provider account

The firm holds its own commercial API account and agreement directly with the model provider. Not resold, not routed through Millwright — every call runs on the firm's key.

02

Data handling

Zero data retention configured at the provider level under a signed data processing agreement. No client data persists outside firm-controlled systems.

03

Ownership

Full assignment of the delivered build to the firm. Source, configuration and knowledge base — you own what was made for you.

The name

Survey the site. Cut the gearing. Stay to maintain it.

Since antiquity, millwrights were the tradesmen who surveyed the site, designed the gearing, cut and set the shafts, and stayed on to maintain what they had built. The mill belonged to the miller; the millwright made it run.

In the agentic era, Millwright provides that same specialized service to law firms: we design the workflow, build it on your account, hand you the keys, and stay on to keep it turning.

Start a conversation

If you have a process worth automating, reach out.

parker@millwrightcg.com