v26 · Feb 8 11:37

Workshop

Designing with AI

We'll design an authorization dashboard from scratch — together, live, using AI to explore more ideas than any one person could alone.

Define Generate Rate Evolve

Mindset

The Bicycle Shop Advantage

Langley spent 5 years building one design and tested it twice.
The Wrights tested hundreds of wing shapes in weeks.

Wright Brothers
Wright Brothers
  • Bicycle mechanics
  • Homemade wind tunnel
  • Hundreds of wing shapes tested
  • Cheap materials, fast cycles
  • Flew first
Samuel Langley
Samuel Langley
  • $50K government grant
  • Smithsonian scientist
  • One design, over-engineered
  • Years of planning
  • Crashed into the Potomac. Twice.
AI gives you a wind tunnel. Test dozens of ideas before lunch.

Context

Levels of Iteration

Not all AI workflows are equal. We're aiming for Level 3.

Level 1

Chat Window

Copy-paste with ChatGPT. "Make it darker." "Add a sidebar." One change at a time, no structure, no memory.

Slow · unstructured · manual

Level 2

AI Products

Google Stitch, Figma Make, v0. Beautiful outputs, but their flow, not yours. Limited export, no custom feedback loop.

Fast · polished · opinionated

Level 3 ← us

Custom Tooling

Your templates, your rating system, structured feedback export. Design the flow itself — then AI fills it.

Your flow · your tools · full control

Level 2 tools are great for exploring. Level 3 is how you ship what's in your mind.

Today

Authorization Dashboard

A unified management UI that brings 3 AuthZ models together — so Ops can configure user access to features in one place.

authz-admin.app
Overview
Roles
Policies
Feature Flags
Audit Log
3
AuthZ Models
248
Active Roles
1.2K
Policies
86
Features

Plan

50 Minutes, Four Phases

5 min
Define
Brain dump into the shared doc. Who uses this? What data matters?
15 min
Generate
AI reads your brief and creates a diverse set of rough designs.
15 min
Rate
Browse, compare, rate each design. Leave notes on what works.
15 min
Evolve
Export feedback to AI. New round of designs. Repeat until we nail it.

Phase 1

Define

Before AI touches anything, answer four questions.

Product

  • What does the app do?
  • Who's the user?
  • One key metric?
  • What can they act on?

Aesthetic

  • Dark, light, or both?
  • Data-dense or spacious?
  • Playful or serious?
  • Brand colors?
// example brief
Name: "AuthZ Admin"
Users: "Ops team configuring user access"
Data: "Roles, policies, feature flags, audit logs"
Vibe: "Clear, structured, trustworthy"

Phase 2

Generate

AI reads your requirements and creates a rough set of designs — then you go broad and deep.

A B C D E A1A2A3 B1B2 C1C2C3 D1D2 E1E2E3 BROAD DEEP

Macro — Design Gallery

Explore the variety

Browse all designs full-screen. Rate each one, leave notes, export structured feedback for AI.

Micro — Design Lab

Tune the details

Pick a design you like and fine-tune — themes, spacing, fonts, colors, layout — all adjusted live.

Phase 3

Rate & Annotate

Every design gets a score and your notes on what works and what doesn't.

Rate & leave notes

Star rating — 1 to 5 per design
🏷️ Quick tags — Favorite, Ship It, Needs Work, Skip
📝 Notes — "Love the spacing, hate the header"
📋 Export — structured feedback, ready for AI

Five axes

  • Utility — does it work?
  • Delight — does it feel good?
  • Speed — does it feel fast?
  • Discovery — can users explore?
  • Innovation — is it fresh?

Phase 4

Evolve

Your ratings become the next prompt.

// auto-generated from your ratings

LOVED (more like these):
  A1 (5★) "Keep the warm serif type + cream bg"
  C2 (4★) "Clean and airy. Needs denser data tables."

FIX (iterate):
  B2 (3★) "Too dark. Lighten the greens."

KILL (avoid):
  B3 (1★) "Too busy. Buried the key metrics."
Gen 1 Feedback Gen 2 Ship

Let's go

Let's give it a whirl

Brain dump into the shared doc.
We'll generate the first round together.

Wright Brothers first flight, 1903
Make the wind tunnel. See what works. Iterate fast.