From Strategy to Working Systems.
We help legal organizations move past the pilot stage — with hands-on workflow automation, solution architecture, and prototype development grounded in real operational needs.
What We Do
Hands-On, Not Hands-Off
We work alongside your teams to design, build, and deploy AI systems that solve real problems. No PowerPoint architectures — working code and measurable results.
Workflow Automation Audits
We map your existing workflows, identify automation opportunities, and quantify the expected impact. Every recommendation includes a feasibility assessment and realistic timeline.
Solution Architecture
System design for AI-native legal applications — from data pipelines through model integration to user interfaces. We design for maintainability, not just the demo.
Prototype Development
Rapid, functional prototypes that prove (or disprove) a concept before you commit to full-scale development. We build working systems, not mockups.
Data Enrichment Strategies
Your AI systems are only as good as your data. We help organizations structure, clean, and enrich their data assets to support effective AI applications.
"Vibe Coding" Demonstrations
Live, collaborative development sessions where we build AI-powered tools in real time with your team. See exactly how modern AI development works — from prompt to production.
Integration & Deployment
Connecting AI capabilities to your existing technology stack — document management systems, practice management platforms, billing systems, and custom applications.
Focus Areas
Legal Workflows That Benefit Most
We focus on areas where AI delivers measurable operational improvement — not speculative use cases.
Automated identification and correction of billing guideline violations. We already process over 50,000 line items per month for AmLaw 50 clients, reducing effort hours by 70%.
Extraction, classification, and analysis of legal documents at scale. From contract clause identification to regulatory filing analysis, we build systems that read like a lawyer and scale like software.
AI-powered contract review, obligation extraction, and risk identification. We build systems that integrate with your existing contract lifecycle management tools.
Automated tracking of regulatory changes, compliance requirements, and enforcement actions relevant to your practice areas and client industries.
AI-assisted case assessment, document review optimization, timeline construction, and outcome prediction. Practical tools that augment attorney judgment.
Transforming unstructured institutional knowledge into searchable, AI-accessible resources. Precedent retrieval, expertise location, and work product reuse.
Our Approach
Vendor-Neutral Architecture
We design solutions around your requirements, not around a vendor's product roadmap. Our architecture guidance is built on open standards and proven patterns — not proprietary lock-in.
This matters because the AI landscape changes fast. The model that's best today may not be best next quarter. The platform that's dominant now may be displaced. We build systems that can adapt — swapping models, switching providers, and evolving with the technology without starting over.
Our own product, Kelvin, is built on this philosophy. It is a suite of Python libraries and APIs, not a proprietary platform. That experience informs every implementation engagement we take on.
Open architecture
Solutions built on open standards and interchangeable components. No single-vendor dependency.
Production-grade engineering
We build for reliability, observability, and maintenance — not just for the demo. Every system includes monitoring, error handling, and documentation.
Knowledge transfer
Your team owns and understands every system we build. We provide documentation, training, and transition support so you are never dependent on us.
Iterative delivery
We ship working increments, not waterfall releases. Each iteration is usable, measurable, and provides feedback for the next.
Track Record
Built, Deployed, Operating
AI-driven business development intelligence
Built a bespoke business development intelligence system for an AmLaw 50 firm, integrating public data, relationship mapping, and AI-driven lead scoring.
40% reduction in contract review time
Developed an AI-powered contract analysis and negotiation support platform for an AmLaw 10 firm, reducing review time by 40%.
Automated due diligence for Fortune 50
Automated common due diligence checklists for a Fortune 50 technology company, transforming a manual process into a structured, AI-assisted workflow.
70% less effort in billing compliance
Production system processing 50,000+ line items monthly with 70% reduction in manual effort for billing guideline compliance.
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