TCD · The Career Diagnostic
VOL. 1 · 2026 LIVE REFRESHED EVERY 90 DAYS

A SCORE FOR YOUR JOB. In the AI era.

Is your job at risk? A Free 0–100 score that shows how AI is changing any white-collar job. Built on real-time public research from Anthropic, Stanford, OpenAI, and the U.S. Department of Labor — every weight is published, every source is named.

// RUN THE DIAGNOSTIC
Free · 30 seconds · 1,015 jobs scored how the score is built →
10,852 diagnostics run

FOUR
WAYS
IN.

Pick a starting point. Two free tools to figure out where AI is changing your work. One $29 conversation that gives you a real plan. One subscription that keeps the plan fresh as the data moves.

LIVE · 1,015 jobs scored · refreshed every 90 days

PLAN YOUR
UNIQUE PATH.

10,852 diagnostics run · last refresh 2026-04-30
— BROWSE THE DATA

1,015 JOBS
SCORED.

Each job has its own dedicated page with a deeper breakdown, recommended pivots, and a personal email plan. New jobs added every week.

— THE $29 ARGUMENT

FREE CHATBOTS WILL AGREE.
WE PUSH BACK.

The Pivot Engine is built to push back when your stated goals don't fit your stated constraints. Free chatbots will tell you what you want to hear — that's their default training. The Pivot Engine is the opposite.

01

Built on real research

Free chatbots will guess. The Pivot Engine starts from a real, scored picture of your job — built on public research the U.S. government and major AI labs actually use.

02

A real conversation

An open-ended conversation with a proprietary career agent gets you a sharper answer than typing one quick question into ChatGPT. The Pivot Engine follows your thread, pushes back when your plan has a gap, and keeps going until the answer is real.

03

A keepable PDF

A clean PDF you can re-read in six months. Plus the refund — if it doesn't sharpen your thinking, you get your money back. 30 days, no questions.

— UNDER THE HOOD

ONE NUMBER.
FOUR SIGNALS.

Your Career Diagnostic combines four signals from three named, public datasets into a single 0–100 number. Higher = AI affects this job less. Lower = AI affects it more. Every weight is published. Every source is named.

α

Can AI do it directly?

Share of tasks AI can already do on its own — measured by the 2023 Stanford and OpenAI study (Eloundou et al.).

β

Could AI tools do it soon?

Share of tasks AI tools could plausibly handle when paired with software a developer could realistically build today.

Are people using AI for this now?

Anthropic data on which tasks workers in your field are actually using AI for today. Refreshed every 90 days.

Replacing or helping?

Of that real usage, how much is AI doing the work for someone vs helping someone do their work themselves.

Every weight is published. Every source is named. The methodology page IS the product.

READ THE FULL FORMULA →
— THE COMPETITIVE LANDSCAPE

HOW WE'RE
DIFFERENT.

Most "Will AI take my job?" tools are quizzes built for shareability, not careers. Some run on research from before ChatGPT existed. None of them cite the freshest dataset on the topic.

VS. THE ALTERNATIVES

Apples-to-apples on the things that matter for a career decision.

CAREER DIAGNOSTIC
FREE QUIZ SITES
CAREER COACH ($1,000+)
Built on named, current research
✓ 3 named sources
— often a 2013 paper
depends on coach
Refreshed regularly
✓ every 90 days
rarely
manual
Personal plan with named programs
✓ in $29 interview
no
Pushes back on weak reasoning
✓ built into the engine
no — automated scoring
depends on coach
Cost
✓ free or $29 once
✓ free + ad-supported
$320 – $1,300+
— BUILT ON

REAL RESEARCH.
NOT VIBES.

Most "Will AI take my job?" tools are quiz-grade content built around stale data. This one combines four published sources, refreshes quarterly, and shows its work on the methodology page.

— SOURCES

Four signals. One score.

  • Anthropic Economic Index — real Claude-usage data, refreshed quarterly
  • Eloundou et al. 2023 — Stanford / OpenAI task-automation methodology
  • BLS O*NET 28.0 — U.S. Department of Labor task taxonomy across 1,015 occupations
  • Quarterly re-runs — every score moves with the data, and every change is posted publicly

If a major dataset release moves your role's score by more than 10 points, we re-run your report at no cost. Read the methodology →

— COMMON QUESTIONS

HONEST
ANSWERS.

No mystery. If we don't have a good answer, we say so. If we change our minds about something, we post the change. The methodology page is the product.

Three reasons. First, this score is built on real, named research — ChatGPT will guess. Second, an open-ended conversation with our proprietary career agent gets you a sharper answer than typing one quick question into a chatbot — the agent pushes back and follows your thread. Third, you get a clean PDF you can keep — and a 30-day refund if it doesn't sharpen your thinking.
As accurate as the public research it's built on. We combine the sources openly so you can check our work, and we revisit the score when major new data is released — typically when Anthropic publishes a new Economic Index, which is roughly quarterly. Predictions about AI and work are inherently uncertain; treat the score as a current best estimate, not a forecast.
A small independent team. We deliberately don't put names, photos, or credentials on the marketing — the work should stand on its own. The data is public, the methodology is documented, every claim is cited, and the formula is on the methodology page. If you want to verify our math, you can.
Pick the closest one. The list covers 1,015 common jobs and we add more over time. The Pivot Interview asks for your role in the first question — you don't need a pre-built score for the report to work for you.
No. We use it to send your free 12-week career plan and occasional updates when something material changes for your role. We don't sell, rent, or share it. One-click unsubscribe any time.
It's information, not personal advice. Treat it as one input to a career decision, not the decision itself. Talk to a mentor, a coach, or a colleague before any big move.
— FREE 12-WEEK CAREER PLAN

One short, specific action every week.

The free plan is general by job type. The $29 Pivot Interview goes deeper. Either way, your email is yours — one-click unsubscribe.

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