A framework for design organizations navigating AI. Understand where your team stands, where to focus, and what to build first.
16 years in product design · Built AI agent systems for enterprise teams
The gap
Design leaders know their teams can do more. But without operational infrastructure, talent alone doesn't scale. Work gets done, just inconsistently. AI tools get adopted, just chaotically.
The result: designers spend their time navigating process gaps instead of doing design work. Leadership can't see what design is producing or why it matters. And AI adoption creates more fragmentation than efficiency.
This isn't a talent problem. It's an operating model problem.
The model
Most design organizations fail in 5 predictable places. Strategy, Governance, Capability, Infrastructure, and Outcomes. Every design team has all five layers, whether they've named them or not. Most invest in one or two and wonder why the rest keeps breaking.
How design connects to business outcomes. Most design teams are called in after decisions are made, handed requirements instead of problems. Only 5% of organizations have design integrated into strategy.
How decisions get made and enforced. 95% of organizations have design guidelines but only 25% consistently enforce them. Handoff gaps alone cost teams an estimated $298K per year, per pod.
How people grow and skills develop. 89% of design teams have no documented career ladder. 96% of designers are self-teaching AI with no structured program.
How tools, processes, and documentation work together. Designers cobble together makeshift AI stacks with no connection between tools. When someone leaves, institutional knowledge leaves with them.
How impact is measured and communicated. Most design teams report what they shipped, not what it changed. Without a metrics framework, design leaders can't defend the investment.
AI isn't a sixth layer. It's an accelerant that runs across all five. A team with good governance can use AI to make reviews faster and more consistent. A team with no governance uses AI to ship more inconsistent work, faster. AI accelerates what's already functioning. It amplifies what's already broken.
This is what most AI readiness assessments miss. They measure tool adoption. They count how many people use Copilot. But adoption without operational maturity is the most common cause of invisible quality decline in design teams right now. The diagnostic maps both dimensions: where your operations stand, and whether your AI adoption is helping or creating risk.
Your weakest layer sets your ceiling. The diagnostic scores each one independently, then maps your AI readiness as a separate axis. The combination tells you where to start.
How It Works
24 questions across 5 dimensions. Takes about 5 minutes. No login required.
See your design org's strengths and gaps mapped on a clear visual framework.
Get your top 3 priority areas and a recommended next step based on your scores.
What You'll Get
Sample diagnostic profile (illustrative)
Your governance is lagging your capability. Teams are building AI workflows without shared guardrails.
Strategy is your strongest dimension. Your team has clear direction — now the infrastructure needs to catch up.
Priority: Close the governance gap before scaling AI adoption further.
"AI accelerates whatever it touches, including dysfunction."
— Sandra Awazacko
About
Design & DesignOps Leader · AI Systems Builder
16 years in product design and design operations, most of them building and scaling design teams from the inside. Governance models, skill frameworks, research operations, design system architecture: I've done this work at enterprise scale.
What makes my approach different: I don't just design frameworks. I build the AI-powered systems that make them run. Gemini Enterprise agents, Atlassian Rovo agents, custom Gems. I've deployed real AI automation into real design workflows, not slide decks about what AI could theoretically do.
I work with design leaders who know their team needs better operations but don't have six months or a consultancy budget to figure it out. The diagnostic is free. The framework is practical. And if you need hands-on help, let's talk.
The diagnostic takes 5 minutes. The results show you exactly where to focus.
No account needed. Your data stays private.