With twenty-plus years of knowledge product delivery and community ecosystem leadership, I help organizations build infrastructure that gives humans the information and context they need and makes AI trustworthy and useful.
Enterprise Knowledge Product Leadership
I help enterprise teams design, build, and ship the knowledge graph products and semantic infrastructure that their customers and stakeholders can rely on — and that ground hybrid AI systems in verifiable facts.
Ecosystem Development for Vendors
Semantic technology vendors need more than a product roadmap — they need an ecosystem strategy that turns customers, partners, community, and industry into a coordinated growth engine. I develop and execute that strategy.
Built a devrel-style community program that grew customer and industry engagement through evangelism, advisory expansion, and executive-level thought leadership.
Delivered a content model and metadata strategy for a multi-CMS consolidation that doubled editorial efficiency and handed off cleanly to engineering.
Owned the roadmap for UX architecture and content strategy that reduced partner onboarding time by 20%. Developed and presented enterprise content architecture proposal to executives.
Improved usability of design system documentation and untangled years of fragmented content guidance into a single source of truth adopted across design, content, and engineering teams.
How I work
- Strategy-first
deliberate, reality-tested guidance for dynamic business environments - Outcome-driven delivery
roadmaps that ship, not just architectures that impress - Pragmatic vision
long-term architecture, shipped in increments - Bridge-building over silo-busting
cross-functional collaboration and stakeholder alignment as a service - Holistic view, but task-focused
eclectic thinking, applied with discipline
Community and Conversation
I’ve convened conversations throughout and alongside my career — 300+ practice-focused podcast interviews and two decades of organizing professional and cultural gatherings, from weekly practitioner meetups to international conferences, from scrappy hackathons to formal roundtable discussions. It’s how I stay sharp and build meaningful relationships.