Legal work that takes days. Run in hours.
We build custom intelligence layers for law firms — trained on your precedents, your house standards, and the way your partners actually think. The repeating, multi-step work that consumes senior and associate weeks becomes a reliable, auditable system your firm owns. Partner-mediated, matter-walled, and built for professional obligations from the start.
It isn't drafting speed. It's senior capacity.
The bottleneck in high-value legal work is the time of the people who can least spare it. A creditor-advisory deck, a loan agreement, a takeover briefing pack — each starts with hours of first-pass production before a partner can apply judgment.
That first pass is structured, repeatable, and citation-bound. It is exactly the work a harness can carry — so the partner spends time on the judgment calls that only a partner can make, not on assembling the inputs to them.
Not tools. Your firm's intelligence stack.
Purpose-built around your workflows, trained on your prior matters, and designed so your team works inside your own application from day one.
Your matter workspace
- A branded interface built around how your practice works — not a generic chatbot
- Matter vault with quality scoring across every document and section
- Source-level findings, with partner commentary tracked alongside
Your precedent, codified
- Trained on your prior matters, deliverables, and house standards
- Partner reasoning becomes firm-owned IP, not knowledge in a few people's heads
- It improves with every matter — and it doesn't walk out the door
Workflows that produce
- Tens to hundreds of agents compose your skills into an end-to-end deliverable
- First-pass output at senior-associate quality, ready for partner review
- Every step audit-trailed, versioned, and matter-walled
Five workflows, end to end.
Each harness mirrors how the practice actually works: a sequence of structured steps where the output of one becomes the input of the next. The examples below are illustrative of the kind of work a harness can carry.
Debt and Restructuring
Real Estate Finance
Real Estate Lending
M&A & Public Takeovers
Litigation Triage
Trained on your matters. Not built from scratch.
We train the system on your firm's actual work — prior drafts, issues lists, briefing packs, and the deliverables that define your standard. The intelligence layer learns your terminology, your quality bar, and the way your firm frames risk.
The result reads like your best associate wrote it, ready for the partner to refine.
Codify & train
We capture the reasoning living in your partners' heads and train the system on your precedents and deliverables. Best practice becomes a durable asset.
Centralize & scale
Every lawyer works from the same library. A first-year associate applies the same rigor as a senior partner. Consistency scales without headcount.
Multiply capacity
Work that consumed days compresses to hours. As one partner put it: the constraint stops being how many of these engagements the team can run at once.
Three intelligence layers. Your firm on top.
Every firm operates with three distinct layers of intelligence. Agentman ships the foundation; you build your firm's advantage on top.
Matter & practice intelligence
Matter-specific and deal-specific knowledge that changes with every engagement. Where your lawyers spend most of their time today.
Firm-specific intelligence
Your precedents, house style, QC standards, and confidentiality rules — the consistency that makes work recognizably your firm's. Evolves as the firm does.
Legal intelligence layer
Common legal best practices and standard workflows that apply across firms — 92 foundational skills available day one. Stable, broadly useful, immediately valuable.
Bounded, partner-mediated, and on the record.
The work product of a law firm carries duties no automation should loosen. The harness is designed around them, not bolted onto them afterward.
Partner-mediated by design
The partner reviews ambiguities at two to three structured checkpoints per workflow. The AI handles the routine; the lawyer resolves the judgment calls. No autonomous decisions on matters.
Matter-walled
Confidentiality boundaries hold by construction — including firewalls between competing parties on the same deal. Context never crosses a line it shouldn't.
Audit-grade lineage
Every revision tracked, every use logged. Any figure or finding in any output traces back through the full chain to its source clause, precedent, or document.
Portable, so the IP stays yours
Skills authored once run in Agentman, Claude, ChatGPT, and the API. The firm's intelligence layer is the durable asset; the model underneath is substitutable.
Proven in production.
A leading global law firm went from a week of partner interviews to a live Debt and Restructuring harness — a custom application, an analytical deck with quality scoring, agentic chat, and source-level citations. Over 200 hours of senior analysis per matter, reduced to under two.
Institutional knowledge that compounds.
Every skill built on the platform belongs to your firm. Your drafting standards, your precedent logic, your QC checks — encoded as version-controlled assets that get better with every matter.
Skills shared informally today, by email and shared drives, become firm-owned IP tomorrow — discoverable by associate number 1,000, not just the power users.
Your skills travel with your team.
The skills you build now aren't locked to your matter workspace. The same codified intelligence — your precedents, drafting standards, and decision logic — runs inside Claude Cowork and the other agentic apps your lawyers already use, so the expertise you capture for one workflow immediately powers the next.
Author a skill once and put it to work wherever your team operates — no rebuild, no second copy to maintain.
Let's build your firm's intelligence layer.
We're inviting a small number of firms to shape the platform as founding design partners. You bring a real matter or practice area. We build the intelligence layer and the application around it — a working, trained system in weeks, not quarters.
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