AI tools are fast and powerful. Without architecture, they produce expensive chaos. I work as a Lead Architect to help teams build products from Idea to Architecture to AI to Launch.
AI Product
AI-powered startup development platform that guides entrepreneurs from initial concept through launch. Multi-step RAG pipeline threads context across 40+ steps, where each step builds on every decision before it. Config-driven AI orchestration with structured outputs and extended thinking for complex business analysis.
AI Product
AI-enhanced search platform with persistent context. Unlike standard AI search that forgets everything between queries, Full Answer maintains the thread of thought between queries, allowing for a more coherent and accurate search experience.
Client - Enterprise
Gas detection and worker safety monitoring platform used by field workers, safety managers, and system administrators across industrial environments. Built three foundational systems the engineering team builds on: Zustand-based global state managing device data, fleet status, and alarms; global error handling with recovery flows; and a UI component library based on Tailwind’s Catalyst template.
Client - Streaming
Streaming audio platform serving millions of listeners. Introduced C4 architecture modeling to an engineering team shipping without shared architectural language. Gave product and engineering a common vocabulary for system design.
AI Product
Film and video production management platform for content teams. Manages the full production lifecycle — scripts, media assets, cast and crew, scheduling, and deliverables. Designed on the shared Next.js/Firebase template architecture that powers the entire product portfolio.
AI Product
Personalized movie discovery combining multiple data APIs into a unified experience. Built a 4-API orchestration layer on top of Google, TMDB, and OpenAI to deliver a seamless and personalized movie discovery experience.
From idea to launch, I guide you through the entire process of building an AI-powered product. I help you define your product vision, design your product roadmap, and build your product.
Designing the data model, coding standards, component patterns, and development guidelines your team and their AI tools build from. This is the foundation that makes AI-assisted development produce coherent, production-grade output instead of a patchwork of conflicting patterns.
Your team shouldn't inherit an architecture they've never seen work. I build the pilot on the hardest part of the system so the riskiest assumptions get tested before your team scales on them. What I hand off isn't a strategy document — it's working software built on the standards we defined, plus the living guidelines your engineers open every day when they build. The architecture works because I've already built on it.
Deep dive into your business context, existing systems, and where AI fits. We define what success looks like.
Designing the data model, API contracts, coding standards, and component patterns. Every decision documented with its rationale.
Building a validated slice of the system using the architecture I designed. Bad assumptions surface here, not six months into production.
Your team gets the architecture, the standards, and the working code. I walk your team through the system, answer their questions, and make sure the handoff is real.
A 30-minute conversation will tell us both whether this is the right fit. No pitch — just an honest look at where you are and what would actually help.
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