Skill verification for the post-AI hiring stack

Anyone can submit a perfect answer. Show us the work.

Showwork runs a short adaptive session on a real task from the role and scores how a candidate actually thinks — including how well they use AI. The result is a portable skill profile, not another resume.

01 · Pick a task

Prompt

A production deploy passes CI but returns 502s. Walk through your first three checks and explain what evidence would change your direction.

Live reasoning trace observing

Waiting for a response_

Decomposition—
Verification—
Tradeoffs—
Direction—

Demo scoring is simplified. Real sessions run 20–35 minutes.

Hiring signal fell off a cliff in eighteen months.

0x

growth in applications per opening since 2022

~0%

of job seekers now use AI somewhere in their application

0 sec

average time a recruiter spends on a resume

applications / openingusable signal / application
20222023202420252026

applications

302

index · 2022 = 100

usable signal

12%

relative strength

202220262026

Both sides automated. The screen became noise on noise.

Figures based on published labor-market and recruiting industry reporting.

Two candidates. Identical on paper.

The artifact stopped separating people. The process still does.

candidate c4e8

Senior Product Analyst

Strategic, data-driven operator. Led cross-functional initiatives. SQL · Python · AI · Growth.

B.S. Economics · State University

AI-assisted: undetectable
candidate a17b

Senior Product Analyst

Strategic, data-driven operator. Led cross-functional initiatives. SQL · Python · AI · Growth.

B.S. Economics · State University

AI-assisted: undetectable

Thirty minutes of real work, watched closely.

01

Calibrate

You describe the role. Showwork builds tasks from your actual work, not from a question bank.

02

Observe

The candidate works the task. AI tools are allowed and logged. The system probes with follow-ups when reasoning gets thin.

03

Score

Six dimensions, each with the specific moments in the session that produced the score.

04

Carry

The candidate keeps the profile and can send it to any employer. It expires in 12 months.

Six things a take-home can no longer tell you.

DECOMPOSITION

Breaking the ambiguous into the solvable

Does the candidate structure the problem before touching it?

VERIFICATION

Catching the confident wrong answer

When the model hallucinates mid-session, do they notice?

DIRECTION

Getting useful output from a model

Prompt quality, iteration, knowing when to stop delegating.

TRADEOFFS

Naming what gets sacrificed

Unprompted articulation of cost, risk and constraint.

RECOVERY

What happens after a wrong turn

Speed and cleanliness of backtracking under time pressure.

COMMUNICATION

Explaining the reasoning to someone else

Can a colleague act on the explanation without rework?

Faster screens, and screens that survive a reference check.

0 min

median session length

0%

candidate completion rate

0.0x

reduction in first-round interview time

0 mo

profile validity before recalibration

Metrics from design-partner cohorts.

Built to be audited.

Role-derived tasks

Every task traces to work the role actually does, which is the defensible basis for any selection tool.

Scores with evidence

Every dimension links to the session moments that produced it. Nothing is unexplainable.

Audit-ready by design

Structured logging and outcome tracking built for jurisdictions that require bias audits of automated employment decision tools, including New York City.

Showwork does not screen on demographics, school, employer or resume text.

For candidates

You own the profile. Not us, not them.

Carry one verified profile across employers.

Use AI openly. What matters is how well you direct it.

Replace repeated take-homes with one focused session.

Live session trace · anonymized
candidate 4f2a · questioned model output · +verification
candidate 91c7 · accepted hallucinated API · −verification
candidate 2dd8 · named tradeoff unprompted · +judgment
candidate 7ab1 · revised assumption after evidence · +recovery
candidate 4f2a · questioned model output · +verificationcandidate 91c7 · accepted hallucinated API · −verificationcandidate 2dd8 · named tradeoff unprompted · +judgmentcandidate 7ab1 · revised assumption after evidence · +recoverycandidate 4f2a · questioned model output · +verificationcandidate 91c7 · accepted hallucinated API · −verificationcandidate 2dd8 · named tradeoff unprompted · +judgmentcandidate 7ab1 · revised assumption after evidence · +recovery

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