You want to know where AI can help
Move past general headlines and identify the tasks where AI tools can support your real work.
For professionals building an AI-ready career
Build an AI-ready career around the work you actually do.
See where AI can support your tasks, where human expertise still leads, and what to learn or test next. The free assessment takes about three minutes.
No accountNo résumé uploadNo email required for the free result
Founding 100 launch: the assessment and useful result cost $0 for everyone. The first 100 completed assessments can also unlock the full 90-day action report for $0. No card.
Example free result
Software Developer task map
58Exposure
72Resilience
81AI leverage
3 minTypical completion time
$0Assessment and free result
5–12Work tasks chosen by you
3Separate, explainable scores
Who this is for
Turn AI uncertainty into a career decision you can act on.
Use the assessment for your own career planning.
It is not a personality test, hiring score, redundancy tool or prediction that your job will disappear.
You want to strengthen your expertise
See which human skills to protect and where a small AI-assisted experiment could make your work better.
You need a career decision you can test
Use your task pattern to compare learning, adapting or changing role before making a costly move.
How to use it
Three things happen after you click Start.
The assessment has eight short screens, but the work falls into three simple stages. You can go back, save locally, and correct every suggested task.
- 01
Choose the closest job
Pick a familiar role as a starting point. You do not need an account or résumé.
About 30 seconds
- 02
Make the task list accurate
Keep 5–12 tasks you really do, remove the rest, and tell us how often you do them.
About 2 minutes
- 03
See where AI helps—and where you lead
Get three scores, your priority tasks, strengths to protect and three actions to try.
No email required
Your AI career assessment
See where AI can assist—and where your expertise still matters.
Your job title only finds a starting list. Your chosen tasks and work context determine the result.
Versioned formulas calculate every score; an LLM never decides them.
- AI exposure: which selected tasks current tools can address
- Human resilience: where judgement, context or accountability still matter
- AI leverage: where tools may amplify your expertise while you remain responsible
- Priority tasks, strengths and three practical actions
Example result
AI leverage
Several selected tasks could become faster with AI while human judgement and accountability remain important.
ProtectSystem judgement
Try nextA bounded drafting test
Proof you can inspect
Here is what we can prove today.
We do not have years of outcome data or a wall of customer logos.
The evidence available at launch is narrower: visible formulas, repeatable scoring checks, named source releases and an honest record of what still needs independent review.
Automated scoring checks
The same evidence must produce the same result.
- RepeatableIdentical normalized inputs produce byte-equivalent results.
- Order-safeReordering the same selected tasks does not change the result.
- BoundedEvery numeric task and summary score stays between 0 and 100.
- Fixed bandsThe score thresholds at 25, 50 and 75 are checked directly.
These checks protect the calculation mechanics. They do not prove a prediction about your future employment—because the product does not make one.
Inspect formulas and score bandsScoring method
PublishedThe formulas, factor weights, score meanings and limitations are open to inspection.
Read the methodSource register
PublishedThe data sources, release state and corrections route are visible instead of hidden behind a score.
Check the sourcesIndependent sign-off
PendingA named external reviewer has not yet approved the scoring release. We will not describe it as independently validated until that happens.
Review the current limitsTrust and transparency
You should be able to check our work.
Trust here does not come from a badge or a dramatic prediction.
It comes from showing what drives the result, what data is optional, which release produced the score, and where human review is still pending.
The formula owns every score
Versioned code calculates exposure, resilience and leverage. A language model cannot change a number, band or eligibility decision.
Inspect the methodologyYour tasks matter more than your title
A job title or optional LinkedIn import only helps find a starting list. You choose the tasks and frequency before anything is calculated.
See the assessment flowSources and release versions stay visible
Results name the model, data and factor releases. Occupation drafts remain outside search indexing until their content and scoring receive separate human approval.
Review sources and statusPrivate by default
The free result needs no account, email or résumé. Account connection and aggregate research permission are separate choices, and result data can be deleted.
Read the privacy boundariesThe limit is part of the product: this is a career decision aid—not a layoff forecast, hiring score, certification, or substitute for qualified professional advice.
Scoring safeguardsFounding 100 launch
A free result first. A deeper report when you need it.
Both cost $0 during launch. No card, subscription or email gate.
One assessment · two levels of detail
Complete the assessment once, then decide after seeing your result.
$0 todayNo card
Included for everyone
Your immediate result
Enough to understand your task pattern and choose a sensible next step.
- Three explainable scores
- Priority task map
- Strengths to protect
- Three actions to try
Founding 100 bonus
The full action report
Choose this when you want a structured plan—not just the diagnosis.
- A rationale for every selected task
- Transferable strengths and five skill gaps
- Adjacent careers, with reasons and caveats
- A 12-week action plan and printable PDF
Start free. Claim the report from your private result if a place remains.
The report is optional and does not include coaching, certification or outcome guarantees.
How is a Founding 100 place counted?
One place is assigned when a completed result creates its report. Visits, emails and repeat clicks do not consume additional places.
Learn before you decide
Answers to the questions people are actually asking.
We use career-community questions to find the concern, then check the answer against authoritative sources. Reddit is context—not evidence.
Will AI replace my job? Start with the tasks, not the headline
Turn a frightening job-title question into a concrete review of the work you actually do.
Read 9 min guideWhat skills should I learn for an AI-shaped career?
Choose a skill stack you can practise on real work and prove to another person.
Read 10 min guideShould I change careers because of AI?
Separate fear from evidence, then test whether adapting, pivoting or changing role fits your situation.
Read 10 min guideHow to use AI at work safely without creating a new problem
Use a policy-first checklist before putting workplace information into an AI tool.
Read 10 min guideHow to prove AI skills to employers without faking expertise
Turn “I use AI” into a work sample another person can inspect and question.
Read 10 min guideHow to approach entry-level jobs when AI is changing the first rung
Check whether a role still teaches the judgement needed for progression—not only whether the title survives.
Read 11 min guide
Want to look around first?
See example career guides
Career pathways become clearer when changing tasks, transferable strengths and adjacent roles are considered together. Explore how task patterns differ across roles before starting your own assessment.
Browse the career libraryQuestions before starting
Straight answers
What happens when I click Start?
First choose your market and closest job. Then correct the suggested task list, add simple work context, and review your result. There are eight short screens and you can go back at any time.
Is everything really free?
Yes. The assessment and useful result cost $0 for everyone. During launch, the first 100 completed assessments can also create the full 90-day report for $0. No card is requested.
Will this tell me whether I will lose my job?
No. It describes how current AI tools relate to selected tasks. It is not a layoff probability, hiring score, or guarantee about your career.
Does AI decide my score?
No. Versioned formulas calculate every score. A language model may only explain approved facts and never changes the numbers.
How is my information used?
The assessment does not ask for a résumé, employer, salary, exact age or address. Sharing aggregate task patterns for product research is optional and off by default. Your private result can be deleted from the result page.
Free result · About three minutes · No account