A mix of brand-scale community platforms and independent AI-era experiments. Built hands-on — strategy through to implementation.
White-label brand community platform for the AI era — built for first-time homebuyers as a HomeReady demo. Designed with GEO-first architecture: llms.txt at the domain root, pgvector semantic search, verified knowledge layers, and JSON-LD structured data throughout.
Large-scale brand community with gamification systems, SCSS brand-token architecture, and FreeMarker/LiQL component builds.
Large-scale brand community for Fitbit users built on Khoros — contributed to platform architecture, front-end implementation, and community operations before transitioning to Pandora/SiriusXM.
Two case studies on the platforms I've architected — what the brief was, what I built, and what shipped.