Emerging Experiences · Human-AI · Platform Strategy

Designing human‑AI products at scale.

I lead end‑to‑end product design for enterprise platforms and human‑AI workflows-turning ambiguity into shippable systems used by millions.

MJH - Product Design & Platform Strategy
15+
Years Leading Complex Projects
2M+
Users Served Monthly
50+
Enterprise Applications
B2B/B2C
Multi-Tenant Systems
Approach

Designing what's next - from prototype to millions of people.

01
Systems Thinking

I approach complex problems by mapping interdependencies across people, technology, and business constraints. I use design sprints to align, prototype, and validate-so every decision is made with a view of the whole system.

02
Delivery Rigor

I ship quality solutions on aggressive timelines through disciplined iteration and clear documentation. From compressing 24-month roadmaps into 6-month sprints to delivering WCAG-compliant systems - rigor is the practice.

03
Cross-Functional Leadership

I bridge engineering, product, and business stakeholders to drive alignment on complex initiatives. Whether driving 10+ stakeholder sprints or mentoring junior designers - leadership is how work ships.

Selected Work

Six case studies across platform, AI, and scale.

OnVUE
Case Study
OnVUE Remote Proctoring Check-In

Spearheaded modernization of legacy Flash acquisition into industry-standard omnichannel platform. Pioneered Mobile Bridge synchronizing desktop and mobile for millions of high-stakes exams.

Platform DesignMobile-FirstScale
View Case Study
Biometrics
Case Study
Palm ID / Biometric Integration

Designed physical-digital identity moment for digital transformation of legacy Java desktop application to tablet-based mobile pilot. Built for zero-connectivity, tethered test center environments.

BiometricsSecurity UXAccessibility
View Case Study
Workspace Scan
Case Study
OnVUE Workspace Scan

Transformed high-friction 4-photo room scans into preventative 360° AI-guided workflow. Designed self-correction loop that shifted from enforcement to prevention at global scale.

AI-Guided UXComputer VisionGlobal
View Case Study
Certiport Candidate Portal
Case Study
Certiport Candidate Portal

Led digital transformation of legacy certification portal serving 200K+ new monthly users. Facilitated 10+ design sprint sessions and negotiated phased development approach using usability data.

Legacy ModernizationPortal DesignEnterprise
View Case Study
Smart Review
Case Study
OnVUE Smart Review

Designed AI-assisted workstation enabling proctors to synthesize model probability scores into confident, legally defensible exam decisions. Reduced review time 10× while maintaining human oversight.

AI/ML UXHAIIDecision Systems
View Case Study
Skilling Asset Manager
Case Study
Skilling Asset Manager

Re-architected B2B platform information architecture to transform a simple inventory tool into a revenue-generating marketplace. Streamlined distribution of millions of dollars in enterprise training assets.

MarketplaceRevenue ImpactSaaS
View Case Study
Selected Outcomes

Measurable impact at every level.

200K+
New monthly users - Candidate Portal
65%
Friction reduction - Candidate Portal
10×
Faster review than manual - Smart Review AI
50%
Time-on-task reduction - Skilling Asset Manager
25%
Check-in failure reduction - OnVUE
300%
User volume growth - OnVUE Check-In
68%
Increase in platform download rates
400%
Increase in subscription revenue