A workshop on human signal, taste and positioning in the age of AI sameness
Today, almost every designer has access to the same tools. AI can generate interfaces, layouts, portfolio copy, case studies and entire products in minutes. The result is a growing wave of work that feels polished, fast and strangely identical.
But AI doesn’t just generate outputs. It generates thinking. And when everyone uses the same tools in the same way, the sameness goes deeper than the screen.
This workshop explores what happens when execution becomes easy and sameness becomes invisible. It asks a question that matters far beyond design: what makes creative work feel human, recognizable and worth remembering in the AI era?
We approach this question through a practical and honest lens — the designer portfolio. Not because everyone is job hunting. But because a portfolio is one of the clearest places where thinking becomes visible. It quickly reveals whether someone has taste, judgment, direction and a point of view — or simply polished execution.
The themes behind the workshop — authorship, critical thinking, individuality, communicating value and staying sharp in an automated environment — apply far beyond portfolios. The portfolio is simply the most concrete and honest place to examine them.
What we will explore together
AI sameness is becoming harder to notice.
Interfaces, portfolios, websites and products increasingly follow the same patterns, structures and visual decisions. We will examine how AI and “vibe coding” are accelerating this shift and why more work is starting to feel statistically assembled instead of intentionally designed.
Generating isn’t understanding.
AI can produce clean and convincing outputs in seconds. But polished execution often creates the illusion that something is strategically strong, thoughtful or meaningful. We will explore why functional is no longer enough and why the real value is shifting beneath the surface — into judgment, framing and decision-making.
When AI is easy, thinking gets hard.
A single prompt can generate a confident answer, a product direction or an entire case study. The danger is that we rarely challenge the machine’s framing. Often, intentionally or not, we steer it toward conclusions we already prefer and then treat the result as objective truth. We will look at how expertise erodes when tool usage replaces critical thinking.
AI can build, but it cannot decide what matters.
Over the last decade, data reduced subjectivity. Now AI is reducing production effort. What remains as the real differentiator is taste — not as aesthetics, but as the ability to decide what to include, what to remove and what is actually worth building. We will explore what happens when humans set the bar instead of the model.
Outcome
You will leave with:
- A clearer understanding of your own signal and positioning,
- Frameworks for turning projects into stories built around decisions, not deliverables,
- Techniques for using AI without losing your voice or individuality,
- A stronger understanding of what makes work feel authored instead of generated,
- A concrete direction for improving your portfolio, positioning and professional identity.
Who is this workshop for?
This workshop is for anyone who makes things and wants their work to feel authored instead of generated.
It is for:
- designers who feel their work blends into the crowd,
- designers using AI who want to avoid generic output,
- people who want to improve how they communicate their value,
- designers rethinking their style, positioning or direction,
- people with years of experience but no visible narrative around their work,
- anyone who wants to stay sharp and differentiated in an environment where execution is becoming increasingly automated,
Having a portfolio is not important. Seniority is not important. What matters is caring about the difference.
Structure
- OBSERVE: We examine the rise of AI sameness across portfolios, interfaces and creative work. What patterns are emerging and why do so many things start feeling identical?
- SIGNAL: We explore taste, style and judgment. What creates recognizable work and why do some designers immediately feel distinct?
- AMPLIFY: Through live demonstrations and exercises, we investigate how AI can accelerate execution without replacing direction or thinking.
- POSITION: Participants analyze different portfolio archetypes, positioning strategies and the signals different types of portfolios communicate.
- REFRAME: We transform raw projects, unfinished work and messy processes into stronger stories focused on decisions, trade-offs and ownership.
- CRITIQUE: Together, we review real portfolios, identify generic patterns and define concrete redesign directions for making the work feel clearer, stronger and more human.
Portfolio-review Logistics
Since we will be using portfolios for the exercises, here are some details that matter:
- Materials. Attendees will not need to send anything in advance. They will work with whatever they have at the moment – a complete portfolio, work-in-progress or even a few case studies. Should you feel like dustying up your portfolio beforehand, do it.
- Review activities. We will use a combination of self-audit (5 min), peer review in pairs (15 min) , and public critique (45 min). All attendees will be able to provide feedback. The trainer will facilitate the activities and provide guidance.
- 5-6 portfolio reviews. During the live critique we will spend 6 to 8 minutes per portfolio, which will allow us to cover 5-6 portfolios.
- Feedback. In addition, each person will receive feedback during the peer review. The trainer will be available after the workshop for additional feedback.
