Litigation Systems Advisory

I turn messy discovery into structured evidence for litigation teams.

I work with lawyers and legal teams to improve how cases are built, organized, and advanced. Through weekly advisory, custom tools, and hands-on implementation, incremental changes made frequently compound into meaningful gains.

I work where legal strategy, evidence, and systems design overlap.

View Work
Case Intelligence Architecture Diagram A systems diagram showing the transformation of unstructured discovery data into actionable case strategy through structured evidence, facts, issues, and claims mapping. ITERATIVE REFINEMENT INPUT (UNSTRUCTURED) EVIDENCE STRUCTURING LEGAL ANALYSIS OUTPUT (ACTIONABLE) CASE EVIDENCE FACTS ISSUES CLAIMS STRATEGY Legal Theory Case Plan Trial Position
Case intelligence architecture
settings_input_component Structured Evidence
account_tree Source Traceability
schema Workflow Automation
memory AI-Assisted Review
database

Litigation Data & Discovery Systems

Structure large, inconsistent productions into usable evidence. Map documents, facts, custodians, dates, and issues so litigation teams can see what matters and what is missing.

psychology

Legal AI & Workflow Advisory

Work weekly with high-output lawyers and firm leaders to improve how AI, tools, and process are applied to real matters. Half discussion, half hands-on implementation.

Systems, tools, and advisory work

Selected Work

Abstract visualization of secure communication channels and connected digital nodes

ChatCYA

AI Communication Layer

ChatCYA is a firm-controlled AI communication layer designed to reduce the privilege and discovery risks created when clients use consumer AI tools during active legal matters.

Dashboard-style visualization of linked legal issues, facts, and evidence

LIP

Legal Intelligence System

LIP is a legal intelligence system that structures case materials around claims, issues, facts, evidence, and source traceability. Designed to move legal work from scattered documents and memory into a structured case system.

Structured data view for public-records tracking and accountability reporting

PRR Tracking System

Data Infrastructure

A system for ingesting, normalizing, and tracking public records requests across agencies. Transforms fragmented responses into structured datasets, timelines, and accountability signals. Techniques developed here inform how we structure complex discovery datasets in litigation.

Improve how your cases move.

For active litigation teams, the highest-value gains usually come from small changes made consistently: better intake, cleaner discovery structure, safer AI usage, and tools built around the way the case is actually being handled.