Designing trust and intervention for autonomous legal document generation
Legal documents carry real consequences. Every citation, every clause, every formatting choice reflects a firm's credibility. I design agentic systems that let legal professionals direct autonomous document generation, shaping output through conversation rather than assembling it by hand.
Designing preference-driven exhibit assembly from manual operations to conversational automation
Exhibit packages are foundational to litigation. Every document, every page, every sort order reflects case strategy and firm convention. A missing record or misordered section can undermine a demand letter that took weeks to prepare. I designed the system that lets legal professionals assemble court-ready exhibit packages from thousands of case documents, starting from manual operations and ending in conversational automation.
Designing a firm library that turns best work product into AI drafting intelligence
Legal AI drafting is only as good as its reference material. A firm's winning demand letters, formatting templates, and best work product are what separate generic AI output from drafts that match the firm's voice and structure. Without a reliable way to provide those references, every generated document requires heavy rework.
AI agents increase task completions for employers
Tapcheck is an earned wage access platform. Mastercard approvals, a core revenue driver, required payroll managers to review and approve employee requests through the employer portal.
Enterprise exports that save time for enterprise customers
A bulk export tool that lets enterprise clients select multiple entities and export deductions in seconds, replacing a tedious one-at-a-time process.
4% increase in transfer conversion with UX change
Tapcheck’s core transfer flow—how employees cash out earned wages—was the primary revenue driver. Transfer errors and confusing UX were eroding success rates and generating heavy CS volume.
Engineering project management productivity platform
Solace is a German civil engineering startup building a proprietary project management platform. Generic tools like Asana and Monday failed to meet industry-specific needs around compliance, equipment tracking, and multi-country coordination.
Social media for introverts that don't want to be on camera
MSG is an avatar-driven social platform for camera-shy gamers and introverts who want to share expressive reactions without the anxiety of being on camera.
Streamlining engineering project management
Qualcomm, a global leader in wireless technology, needed to manage a rapidly expanding portfolio of 1,000+ concurrent projects. Legacy tools and fragmented systems created inefficiencies across capacity planning, financial tracking, and project visibility.