Built for

For people whose work is judgement about form

Generation makes options cheap. What it cannot supply is the taste that picks between them — and taste is built by making choices, which is the part that just got automated.

Written by Suman Debnath, creator of IMPRINTLast updated 5 September 2026

What delegation takes from this work

Creative work has always involved rejecting far more than you keep. The rejections are where the judgement lives: you learn what you think by discovering what you will not accept. Generating forty options and picking one is a different cognitive act from making three and hating two.

The rationale goes first. Ask most people why a piece works and you get a real answer built from years of that rejecting. Ask after a period of heavy generation and the answer gets thinner — not because taste vanished, but because it stopped being exercised on anything.

This cluster also faces something the others do not: the tools produce output that is competent by default. Nothing looks broken. The failure mode is not bad work, it is work that could have come from anyone, which is the one outcome creative practice exists to prevent.

What is actually at stake. The rationale behind a creative decision, and the instinct that rejects the merely acceptable.

Who this covers

IMPRINT sorts people into six profession clusters during onboarding, and the baseline prompts change accordingly. This page describes the visual and creative cluster, which covers:

  • Designer
  • Illustrator
  • Photographer
  • Videographer
  • Architect
  • Musician
  • Performer
  • Actor
  • Chef

Not listed here? The other clusters are Writers, Developers, Founders and Leaders, Students, Educators and Clinicians.

What your baseline actually asks

Everyone answers four universal modules — opinion and belief, decision under pressure, memory and recall, emotional fingerprint. On top of those, this cluster gets 2 modules written for it:

Creative Rationale
Describe the last creative decision you made that you're proud of. What was your process?
Captures your design thinking and creative reasoning.
Aesthetic Statement
If your creative work had a manifesto, what would the first three lines be?
Reveals your aesthetic identity and creative values.

How the practice works here

The baseline here captures a creative decision you are proud of and the process behind it, plus the first three lines of a manifesto for your work. Both target rationale rather than output, because output is the thing most easily faked and least diagnostic.

The vault challenge is deliberately analogue: a hand-drawn or unassisted sketch exploring a tracked skill, with no digital tools unless essential. The friction is the exercise.

Your vault challenge — generated per skill

Create a hand-drawn or unassisted sketch exploring '[your skill]'. No digital tools unless essential.

Questions

Does AI reduce creativity?

Research on AI and creative work is thinner than on writing or reasoning. What is established is that AI-assisted tasks involve less cognitive engagement, and that judgement is built through repeated choosing — so generating options rather than making them plausibly reduces the practice creativity depends on.

How do designers keep their creative instinct while using AI?

Keep the choosing. Using generation to explore a space is different from using it to decide. Reserve some work as fully unassisted, and articulate the rationale for decisions out loud — rationale is the first thing to thin out and the easiest to notice going.

Getting a baseline

Baseline capture takes 20 to 30 minutes and is free. How the resulting score is calculated — and what it gets wrong — is published on the methodology page; the research behind it is indexed on the research page.