The Return to Documentation Discipline
March 12, 2026 · 11 min read
Working with AI rewards the same skills UX practitioners built years ago: clear specifications, systems thinking, and evaluative judgment.
Perspectives
On product data architecture, revenue assurance, and the systems behind findable catalogs.
All Agentic Commerce Case Study Catalog Architecture Product Data Revenue Assurance Team & Operations
The Product Triad Is Becoming the Product Team
March 10, 2026 · 12 min read
AI is shrinking the gap between intent and implementation, enabling small cross-functional product teams to execute—not just decide—what gets built.
How to Prepare Your Product Data for the Age of Agentic Commerce
March 6, 2026 · 10 min read
AI purchasing agents won't compensate for messy data—they'll move on. A six-layer framework for making your catalog computable and agent-ready.
When Filters Fail: A Case Study in Catalog Navigation
February 3, 2026 · 13 min read
How unnormalized sizes, fragmented coatings, and broken filter logic make a distributor's catalog harder to shop than it needs to be.
Product Data Quality Is Revenue Assurance, Not IT Hygiene
January 30, 2026 · 10 min read
Product data gaps make inventory invisible to buyers. Reframing data quality as revenue assurance changes how distributors measure and prioritize findability.