Five years of building production software — and now a growing body of work in production AI systems. From SaaS platforms and customer-facing products to RAG, agents, MCP, and intelligent automation.
A CRM, analytics, messaging, and automation platform serving ~4,000 US SMB merchants. I led technical execution, product direction, AI integration, and delivery across the platform.
Read the full case study →A production AI customer assistant for Resin Gallery by Suu, combining conversational AI, multimodal retrieval, tool calling, and grounded product knowledge to create a useful customer-facing experience.
View the product →An AI-powered fashion content platform for clothing brands — from garment input and model configuration to generated marketing imagery. As technical co-founder, I built v1 from scratch.
View the project →An AI research platform that retrieves, reasons over, and reports on your own documents and the live web — with grounded citations and human approval at every consequential step.

A standalone MCP server for searching, discovering, and navigating academic research papers through Semantic Scholar and arXiv.
ModelSnapper v1 — the AI fashion photography platform for Sri Lankan fashion brands I built from scratch as technical co-founder: upload clothing, pick an AI model, and get studio-quality photos in minutes.
An internal revenue intelligence platform for Clover app billing, merchant lifecycle, and growth planning, powered by Nova — an AI agent that automates financial analysis.

A CrewAI-powered product consulting board that turns a vague product idea into a validated, build-ready blueprint.

A production AI customer assistant for Resin Gallery by Suu, combining conversational AI, multimodal retrieval, tool calling, and grounded product knowledge.
An AI-powered content operations workflow designed to turn product media and information into structured, reviewable marketing content.
Started as an intern and progressed to Software Engineer, contributing across SaaS products in customer engagement, loyalty, and AI. Worked across frontend, backend, testing, production support, and cross-functional delivery.
Took technical ownership of a legacy enterprise messaging platform serving approximately 1,500 customers and processing around 50,000 messages per day. Integrated telecom providers and maintained API, queue, and external service workflows.
Built and evolved customer-engagement, CRM, messaging, analytics, and conversational systems supporting thousands of businesses. Worked across event-driven architecture, campaign automation, AI chatbot tooling, AWS infrastructure, and production services while mentoring engineers.
Led engineering and product delivery for MarketBuzz, translating business requirements into production software, AI capabilities, and intelligent automation. Architected Buzza, multi-agent workflows, conversational integrations, and AI-powered business analysis while leading a team of three engineers.
Moving deeper into AI Engineering through hands-on systems and product development — exploring agentic research, RAG, MCP, multi-agent systems, conversational AI, AI automation, and production AI architecture.
ResearchMind AI · Research Intelligence MCP · BuildWise AI · Suvia · BrandWeave AI
A full narrative of the MarketBuzz turnaround — diagnosis, alignment, architecture and crisis handling under pressure.