Layered Career SPOT planning and opportunity interfaces

Case study

AI Career Strategist

Turning job search into a guided, AI-assisted career strategy

at SeekOut ↗︎

TL;DR

Job seekers lose momentum between finding a role, applying and preparing for interviews. I designed a career agent built around one editable Path that connects their goals to explained matches, action plans, interview practice and follow-up. It shipped as Career SPOT.

Choose your depth

The problem, my contribution, outcomes, and strongest screens.

My role

Product design · 0→1 product framing · AI service design

Product focus

A career agent that ties goals, matches, plans and follow-up into one Path.

The Mess

Before

Job seekers’ preferences end up scattered across resumes, conversations and job boards, and momentum fades somewhere between finding a role, applying and preparing for the interview.

The Short Version

Career SPOT

Everything hangs off one Path that holds a person’s goals, limits and preferences. The agent matches roles against it, explains why, turns interest into a plan and follows up when it should.

My Part in This

  1. Turned a job-board chatbot idea into an ongoing career service.
  2. Defined how Paths, opportunities, plans and tasks connect.
  3. Designed voice-led onboarding that asks for preferences a few at a time.

What Got Better

  1. Job seekers keep one thread from the first conversation to interview follow-up.
  2. Every match comes with a reason, and every plan with a next step.

Impact

What Actually Moved

For the Business

Set up a service model linking career goals, opportunities, plans, tasks and follow-up.

For the Humans

Job seekers get one ongoing plan with clear next steps, from first match to follow-up.

For the Spreadsheet

Designed for repeat use across a whole job search, which gives future paid career services something to build on.

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