Research
My thoughts on enterprise UX research, non-deterministic AI interfaces, and layout architecture.
UX Reverse Engineering + AI Exploration · 2026
Zoho Inventory
Reverse‑engineering a complex B2B inventory system and imagining an AI‑powered predictive layer.
35 min read
·
B2B SaaS / Inventory Management
UX Reverse Engineering · 2026
Stripe Homepage
How Stripe communicates a complex product to multiple audiences while guiding them toward conversion.
30 min read
·
Financial Technology
AI Design · 2025
Designing for non-deterministic outputs
Designing predictable user controls and error tolerances around stochastic, raw AI responses.
6 min read
·
Interaction Design
Enterprise UX · 2025
The cost of inconsistent spacing
How consistent spacing variables prevent developer friction and speed up deployment velocity.
4 min read
·
Design Tokens
12
Research activities conducted
15+
Competitor products analyzed