USE CASE · LEGAL
Built for the firms generic legal tech was never built to serve.
Solo practitioners, boutique litigation shops, transactional teams, in-house counsel, and specialty practices all handle the same sensitivity of work as the largest firms, without the infrastructure, staffing, or budgets built to support it. Oz builds the systems that let them practice at that level.
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The way legal work gets done has changed. The software has not.
Legal practice used to run on paper files, a secretary who knew every matter by name, and a filing cabinet that never got hacked. That model held for decades. It does not hold anymore.
Today a boutique firm or solo practice runs on tools that were built for someone else. A practice management system designed for a 200-attorney firm with dedicated IT, not a five-lawyer shop where the managing partner also handles billing questions on Sunday nights. A document management platform that stores files but cannot read them, cannot flag privilege issues before a discovery response goes out, cannot surface prior work product when a similar matter walks in the door. A billing system that tracks hours but cannot see which matters are drifting toward a write-down until the invoice is already late. Each tool was sold as a solution. Together they leave the operational and analytical weight of the firm on the partners.
Meanwhile, the pressures on smaller firms have compounded. Clients expect faster turnaround and more transparency than ever. Discovery volumes have exploded. Regulatory complexity keeps expanding. Bar associations are increasingly explicit that attorneys are responsible for understanding the technology they use, especially where AI touches privileged material. The firms that will hold their ground over the next decade are the ones that stop assembling tools and start operating on systems built for the specific way they practice, on infrastructure they control, with privilege and confidentiality built into the architecture, not bolted on through a vendor's terms of service.
CAPABILITIES
Systems designed around how your firm actually practices.
Every Oz engagement starts with how your firm already operates — the specific matter types you handle, the workflows that only your team knows, the client communication cadences that define your practice, and the exceptions that never fit anyone else's template. There are no templates. There are no forced workflows. There are no guardrails on what can be built. If you can describe it, Oz can build it, deploy it on infrastructure you control, and hand it back to you to run. The examples below are patterns we have built and can build again. They are not the ceiling.
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Matter intake and conflict-check agents that read your existing systems.
Agents that connect to your practice management, document management, and prior-matter records, run conflict checks against parties, related entities, and prior representation, and surface potential issues before an engagement letter is signed. Intake that used to sit on a paralegal's desk for two days moves in minutes, with a full audit trail of every source checked.
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Discovery review and privilege classification, run on infrastructure you control.
Agents trained on your firm's privilege standards, prior redaction patterns, and matter-specific protocols, deployed inside your own environment. Document review that scales without shipping privileged material to a third-party e-discovery vendor. Every classification decision logged, reviewable, and defensible.
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Contract review, redlining, and clause libraries built from your prior work product.
Agents that read incoming contracts against your firm's standard positions, flag deviations from precedent, surface prior redline decisions on similar clauses, and draft first-pass revisions in your firm's voice and style. Not a generic LLM guessing at legal norms — a system grounded in the actual body of work your firm has produced.
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Client intake, matter status, and after-hours voice agents.
Voice and messaging agents trained on your firm's practice areas, intake criteria, and standard responses to common client questions. Prospective client calls that would have gone to voicemail get triaged and either scheduled or routed to the correct attorney. Existing clients asking about matter status get accurate updates without waiting for an attorney to return the call.
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Private AI, deployed on infrastructure you control.
This is the architecture that separates Oz from every generic AI vendor selling into legal. Every model, every agent, every workflow can be deployed on the firm's own infrastructure — on-premise servers, a private cloud tenant, or a dedicated VPC the firm controls end-to-end. Options include self-hosted open-weight models (Llama, Mistral, and legal-tuned variants) served through vLLM or Ollama, or serverless GPU on Replicate, RunPod, or AWS with proper isolation. Retrieval-augmented generation against the firm's own work product, prior matters, and internal knowledge base, so responses stay grounded in your actual precedent and your actual practice standards, not the vendor's training set. Every request logged, every model version pinned, every data flow audited. Client material and privileged content never leave the firm. There is no shared tenant. There is no third-party vendor training on your matters. The AI that runs your firm belongs to your firm, sits inside your walls, and answers only to you. This matters because attorney- client privilege, work product doctrine, and confidentiality obligations do not survive contact with a shared-tenant AI service that reserves the right to review or train on your inputs. Bar associations increasingly expect attorneys to know exactly where their client's information goes. With Oz, the answer is: it stays here.
These are patterns. What Oz builds for your firm depends entirely on your firm. That is the point.
WHAT'S POSSIBLE
Privilege-
architecture, without a per-seat license or a shared tenant
The systems Oz builds for legal work are deployed on the firm's own infrastructure by default. Privileged material never touches a shared vendor environment. Every model, every agent, every retrieval index sits inside the firm's own perimeter. Bar-compliant by construction, not by contractual assurance. Named case studies from firms will follow as engagements complete and clients consent to be named. The scoping call is where we walk through what a build for your firm would actually look like.
Every Oz engagement is different. What we build for a legal practice depends entirely on the practice. The scoping call is where we figure that out.
See what Oz would build for your firm.
The first call is diagnostic, not a pitch. We walk through how your firm actually operates, where the friction and risk sit, and what a system designed around your matters and your standards could look like. If Oz is not the right fit, we tell you. If it is, you leave the call knowing exactly what a build would include and what it would cost.
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