After AI Work After AI Work

UI and UX refinement

AI drew the screens. A product designer makes them work.

Generated UI is a strong starting point. The work after AI is understanding the real user, fixing the flow, designing the edge states, making it work on every device and for every ability. Post the screens; a vetted product designer finishes them.

The gap

Where the generated version stops.

Generated screens are always the happy path: a full name, a short list, a fast connection, a wide display. Real users have empty states, long names, errors, slow networks, keyboards and screen readers. Design happens there.

Generated screensUsable product
Onboarding flow, mobile
Example job
Posted1
6 generated screens, v0From requester
Expert work3
Design empty and error statesProduct designer
Focus order and labelsProduct designer
Reduce steps from 6 to 4Product designer
Approved1
Flow chosen after 3 user sessionsRequester

What the product designer does

The work that usually follows.

Not every job needs all of it. Most need more than the requester expected. Each line becomes part of the definition of done or a priced addition.

  1. Map the real user flow, not the screen sequence AI assumed
  2. Rework navigation and information hierarchy
  3. Design empty, loading, error and edge states
  4. Make it responsive; check phones, tablets, narrow windows
  5. Accessibility: contrast, focus order, labels, keyboard, motion
  6. Refine interaction details: feedback, timing, affordance
  7. Consolidate into a consistent component set
  8. Usability check with real people; capture what changed

Starter definition of done

What "finished" means for this kind of work.

Edit this when you post, or let the product designer propose a tighter one at Match. It is what they quote against, work toward and submit against, and what you approve against.

Guide: Making AI-generated UI usable
Every screen has all its states. Passes WCAG AA. Works on a 360 px phone and with a keyboard. Components are consistent. Someone who is not the designer completed the core task without help.

Who posts this

Founders shipping a first interface, developers with a generated admin UI, product teams without a designer on hand.

Post this kind of work

Who finishes it

Product and UX designers, vetted for exactly this.

Reviewed by a peer in the same craft, proven on a paid trial, with a public record of jobs finished and first-round approval rate.

Do this for a living? Join as an expert

Post it. A product designer finishes it.

Funded before work starts. Paid when you approve. Every change on the record.