Use case · Career counseling

Career conversations that actually go somewhere.

Help job seekers find roles, polish applications, and prepare for interviews — at scale, with the same quality every time.

UserTransitioning from teaching to UX.
Pathways
Career coach
Online
Roles that fit
UX Researcher · Education tech
5 leads
The problem

Why it isn't working right now.

30:1
advisor-to-seeker ratio

Career counselors are oversubscribed. Most seekers never get real, personalized guidance.

weeks
to get a session

Career questions don't wait. By the time a session happens, the opportunity has passed.

generic advice fatigue

“Tailor your resume” isn't advice. Specific, contextual help is rare and expensive.

How it works

Four steps. No engineering.

1 week
01

Connect job + skill data

Listings, skill taxonomies, salary benchmarks — all indexed.

1 week
02

Encode counseling logic

Common pivots, application formats, interview frameworks.

Live
03

Open the chat

Career site, alumni portal, in-app — every channel.

Weekly
04

Track outcomes

Applications, interviews, offers — visible.

Example

A career pivot, handled in depth

Job seeker explores a pivot. Assistant maps skills, finds fitting roles, and helps tailor the resume.

Live conversation

A career pivot, handled in depth

Job seeker explores a pivot. Assistant maps skills, finds fitting roles, and helps tailor the resume.

Avg response 1.4s
I'm a high school teacher exploring UX. Where do I start?
Strong pivot — teaching maps cleanly onto UX research. Let's start with what you've actually shipped that signals UX skill.
I redesigned our school's lesson-tracking system, did interviews with teachers, prototyped in Figma.
That's exactly UX research + UX design. Three roles that fit: UX Researcher at education-tech companies, junior UX designer at agencies, and learning experience designer at L&D platforms.
Can you help me tailor my resume for the UX Researcher angle?
Yes — paste your current resume and the target job posting. I'll rewrite the top third to lead with research signal.
Results
Sessions / week
10×
without hiring
Time-to-help
instant
vs. 2-week wait
Applications sent
+47%
guided seekers
Interview rate
+28%
tailored materials
What's inside

Built to do the work.

Role matching

Match skills, interests and constraints to specific job openings.

Resume tailoring

Per-job rewriting suggestions, with diff view.

Interview prep

Mock interviews, behavioral and case prep tailored to the role.

Salary benchmarks

Honest salary data with location and seniority filters.

Multilingual

Career help in any language seekers speak.

Outcome tracking

Applications, interviews, offers — visible to program leaders.

Common questions

  • No — it scales the lightweight work so humans focus on the deep cases.

Ready when you are

Real career help — at real scale.

14 days · No credit card · Live in 10 minutes

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