AI, Claude, PRD, AI Credit Usage Mary Ann Lewis AI, Claude, PRD, AI Credit Usage Mary Ann Lewis

The Biggest Claude-Credit Trap: Making AI Re-Read the Whole PRD

One of the easiest ways to burn through Claude credits is asking it to read the whole PRD every time.

At first, it feels like the right thing to do. The PRD has the vision, requirements, product logic, user flows, technical notes, edge cases, and future ideas. So every time you start a new task, the instinct is to say, “Read the full PRD first.”

But that becomes a trap.

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Design System Mary Ann Lewis Design System Mary Ann Lewis

From Tokens to Components: How a Design System Starts Becoming Real

A lot of design system work starts with visible pieces: buttons, inputs, cards, modals, and navigation. These are the parts teams see every day, and where inconsistency often shows up first.

But strong systems start one layer deeper. Before creating reusable components, a team needs a foundation for how the product should look, behave, and scale.

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Leadership Mary Ann Lewis Leadership Mary Ann Lewis

Mapping UX Core Competencies: A Practical Framework for Design Leaders

As design leaders, we can’t rely on gut instinct alone to understand our team’s capabilities. This post shares the UX Core Competency Matrix I built to map strengths, identify growth opportunities, and align skills with both business goals and user needs. Inside, you’ll find the eight core competencies every UX team should master, how to measure them with a clear 0–5 scale, and a free downloadable toolkit with definitions, a matrix chart, and a fillable rating grid you can start using today.

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