SDAA is a 5-part, high-signal standard for elite designers and PMs building with AI. It blends co-pilot tools (Claude, ChatGPT) and Human-in-the-Loop safety into a modular workflow—research, journey mapping, one-pagers, zoning, and product principles designed for fast, structured iteration. Each step is actionable, grounded in clarity, speed, and control.

A repeatable, evidence-driven standard that turns raw user research into lovable, safe products fast, using AI as a co-designer and Human-in-the-Loop at every critical decision

Built for OSS-speed, this playbook unifies UX, Product, and Engineering into one loop: Interviews → Insights/Personas → Current→Target Journeys → Macro-zoning & Sitemap → Benchmarks → Dev.

It embeds AI responsibly (clarified scope, audit trails, refusal on uncertainty) and measures outcomes (NSM, HEART) from day one.

In short: AI proposes, humans decide. We ship faster without sacrificing trust or quality. @Elise Lalique @Caroline Goujon

User Research Loop

Current vs Target Journey Mapping

Product One-Pager & Ideation

Macro-Zoning & Arborescence

Core Design & Product Principles