Decades of deep engineering experience. End-to-end AI systems built into how your firm already operates.





The problem
Proposals, contracts, legal memos — 80% of any new document already exists in something your firm has written before. Yet every one gets drafted from scratch, reviewed from scratch, billed from scratch. That's not expertise, that's inefficiency.
41% of lawyers cite data privacy as their top AI concern. Generic tools require feeding in confidential client data to get useful output. So most firms end up not using AI at all — or using it in ways that create liability.
Legal teams don't have time to learn new platforms. If the AI doesn't work inside the tools they already use — their email, their document editor, their existing templates — it won't get used.
How we work
We map every repeating document and workflow in your firm. Proposals, contracts, legal Q&A, entity registration. We identify which 80% is repetition — and build the strategy to automate it.
We ingest your existing documents, contracts, and client comms into a private data pipeline. Fine-tuned models + RAG on your firm's own data. Everything works inside Gmail and Google Docs — or whatever your team uses today. No new software.
Every approval and rejection trains the system. Real-time law citation APIs keep outputs current. Human review stays in the loop — always. The system gets smarter every week.
Work
Built a HIPAA-compliant AI platform replacing a 40-minute manual clinical process — embedded directly into existing workflows. Same engineering approach we apply to legal document automation.
View project“Harvard Law School CLP research found that AI-assisted complaint response systems reduced associate time from 16 hours to 3–4 minutes on high-volume litigation matters.”
Automated proposal generation, contract assembly, legal Q&A — 90% of grunt work eliminated. Case study publishing Q2 2026.
Start a conversationEngineering depth
The team

A serial builder with multiple startups shipped and deep, hands-on AI and agent engineering experience. Has seen the gap firsthand - mid-market companies with real AI budgets and no trusted partner to actually build what they need. Combines startup execution speed with production-grade engineering standards.

30+ years inside the world's most demanding technology environments - IBM, Morgan Stanley, PepsiCo, Northwestern Mutual, Bank of Tokyo Mitsubishi. Knows what breaks at scale, what decisions age badly, and what it takes to build systems that last. Brings enterprise-grade architecture thinking to every engagement.
Our guarantee
Every engagement starts with a focused proof of concept - we take one real problem from your business and solve it. If you're not satisfied, we return the consulting fee. No conditions. No questions.
We're engineers. We stay in the build until the system is running, adopted, and improving. Strategy without execution is just a slide.
All data governed in-house. Hybrid architecture - your sensitive information never leaves your control, even when runtime is in the cloud.
We build into tools your team already uses. If they use Gmail, the AI agent uses Gmail. Zero new software. Zero resistance to change.
We'll map one legal workflow in your firm — proposals, contracts, or client Q&A — and show you exactly how we'd automate it. You see results before you commit.
We map one process and show you the opportunity
We solve one real problem before you commit
Not satisfied with the POC? Full refund, no questions