Sovereign inference for professional-services firms

Private where it must be. Frontier everywhere else.

Matterwall routes every prompt by client, matter, and outside-counsel guideline (OCG). Privileged work goes to frontier-class models on hardware only your firm controls. Everything else goes to the best public API. One policy engine, and no matter ever sits in someone else’s cloud.

We'll show you which of your clients' guidelines your current AI tools already violate. The audit takes two weeks and costs nothing.

Every firm is getting the same question

Latham built its own AI stack: 900 technologists, a hundred of them on AI, a colo cage, and three years. Every other firm’s CIO walked into Monday’s partner meeting and got asked what their version is.

You don’t have a hundred ML engineers. You also don’t get a choice about the constraint that matters.

Outside-counsel guidelines are the forcing function. A growing share of your clients now prohibit third-party AI on their matters. That doesn’t mean “the vendor must sign a DPA.” It means prohibited. Most firms can’t tell which matters are covered, and almost none can enforce it at the point of use.

That isn’t a model-quality problem or a cost problem. It’s a question of where the data goes, and of not marrying one vendor. Matterwall solves exactly that.

One operating loop, not a rack of boxes

01

Matter-aware router

A policy engine keyed on client, matter, and OCG terms. Restricted traffic goes to your private stack. Unrestricted traffic goes to whichever frontier API is best that week. Lawyers see one interface, compliance sees one log, and your GPUs stop being a science project and become a compliance artifact.

02

Private stack, refreshed quarterly

The latest open-weight frontier model on hardware dedicated to your firm: a colo cage, a dedicated cloud tenancy, or a DGX Station on-prem. We benchmark every release against the public frontier on legal task suites, so you know precisely what you're trading for privacy. Today that's about one quarter behind on most tasks. When it's more, we'll tell you.

03

DMS-native retrieval

Grounded in iManage and NetDocuments, with matter walls enforced at retrieval rather than bolted on afterward. The model can only see what the lawyer asking could already see.

04 · add-on

Firm-tuned models

Fine-tune on your own work product. Latham's line, that no AI company can replicate its lawyers, should be true of your firm too.

Router logPoliciesRoutesEvals
Last 24h · 3,412 prompts · 100% policy-matched
TimeMatterOCG clauseRouteModel
09:41:070412-087 · Deposition summary§14.2 No third-party AIPrivateOpen-weight 405B
09:41:120198-003 · Lease redlineNonePublicFrontier API
09:41:300412-091 · Privilege log§14.2 No third-party AIPrivateOpen-weight 405B
09:42:020776-014 · Research memoSched. B, ¶7PrivateOpen-weight 405B
09:42:150233-050 · Board minutesNonePublicFrontier API
09:42:440412-087 · Exhibit index§14.2 No third-party AIPrivateOpen-weight 405B

Why not just…

…use Harvey / ChatGPT Enterprise?

Use them. When a matter is restricted, Matterwall is the infrastructure they run on. We don't compete with Harvey. We make Harvey allowable on more of your matters.

…buy two GPU boxes and hire an engineer?

You can. Then you own model selection, quarterly refreshes, eval harnesses, OCG mapping, DMS integration, and the on-call rotation. That's a team, not a hire. We are the team.

…wait for the labs to offer on-prem?

When they do, it becomes one more route in the router. Matterwall is multi-vendor by design. The private stack gets cheaper and the policy layer gets more valuable.

Your hardware. Our operating loop.

Matterwall never puts GPUs on our balance sheet, and never hides them in your subscription. Your firm buys or leases the hardware directly.

Deployment fee

Stack live in weeks rather than quarters

Per GPU-month

Managed operations: refresh, eval, monitoring, on-call

Per user

Router seats across the firm

You keep the asset. We keep it current.

  • Firm-dedicated compute
  • No shared tenancy
  • No training on your data, ever
  • Matter walls at retrieval
  • Full audit log per prompt, per matter, per OCG clause
  • Deployable inside your colo, your cloud account, or your building

Built with NVIDIA. Integrated with iManage and NetDocuments. Deployable across major colocation providers.

NVIDIA logo
iManage logo
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Colo provider

Beyond law

Same guideline structure, different acronym. Matterwall also serves accounting firms, investment-bank legal and compliance groups, sovereign wealth funds, and government contractors: anywhere client-imposed restrictions meet an appetite for AI.

Find out which clients you're already out of compliance with.

The OCG audit is free and takes two weeks. It produces a matter-by-matter map of AI restrictions across your client base and, usually, the budget line to fix it.

We use this only to schedule your audit. No mailing lists.