AI agents in product design

How I reshaped my workflow, from researching complex products to designing, implementing and checking interfaces.

Design leadership · Product Discovery · Design Execution · QA

1000+ pages
in 6 hours

From a brief to product decisions

38–64 hours
→ ~6 hours

Three streams of design work

I direct the process. Agents do the work.

  1. Me

    Define

    Goals, context and constraints.

  2. AI agents

    Deliver

    Research, design and implementation.

  3. Me + Agents

    Verify

    Check against requirements and test.

  4. Me

    Decide

    Sign-off and next steps.

Specialised agents

Changes to working systems stay within agreed boundaries.

  • 01 / Figma Agent
  • 02 / Edita Agent
  • 03 / Jira & Confluence Agent
  • 04 / Coding Agent

Shared requirements and knowledge

From an open brief to concrete decisions

1000+ pages
/ 6 hours

  1. Brief

  2. Site research

  3. Edita limitations

  4. Agreed decisions

I organised the research, identified Edita’s limitations, discussed product changes with the product owner and agreed next steps with the client.

Three streams of work in one working day

While a designer was on vacation, I used AI agents to complete in one day work that I would normally allocate around a week and a half for.

Planned designer time

38–64 hours

Delivery with AI agents

~6 hours

Photonics

Two small Edita pages that retain the existing visual style.

Planned
6–8 hours
With AI
~50 minutes

ITMO Design System

Research and design proposals for the system’s next iteration.

Planned
24–40 hours
With AI
~4 hours

OpenLab

Equipment and service pages with native components and integrations.

Planned
8–16 hours
With AI
~1 hour

Quality review and handoff

UX/UI Review

Agents cross-check Figma, Jira, Confluence and the design system. I review their findings.

Requirements & Jira

An agent drafts the requirements. I approve the result before controlled publication and verification.

Edita documentation

An agent researches the functionality and drafts the documentation. A designer checks the content.

More autonomy. The same quality standards.

Product

Edita

Designing the interfaces for a CMS powering 50+ ITMO websites

How I researched editing workflows, redesigned page structures and rethought colour controls in Edita.

Next case

Edita evidence

Open original