Alignment Resilience
Know where you stand
before AI moves the ground
See which parts of your work are protected from AI, which aren't, and where to go next.
Free score in ~15 minutes · Research-backed · Personalized to your actual work
See Where You Stand — Free, No Card RequiredSame title, different risk
Two software engineers. Two completely different outcomes.
AI displacement depends on the work you actually do — not your title, not your company, not your seniority. The same job title can mean completely different levels of risk.
Writes features, implements code to spec, runs tests. Work centers on producing deliverables from defined requirements.
Reviews architecture, supervises team, defines technical direction. Work centers on coordination, judgment, and decisions.
Scored from 19,265 human-rated work tasks across 923 occupations
Why not ChatGPT?
How this compares to what you've tried
Career risk calculators score your title. ChatGPT gives generic advice. A coach costs $300/hour. Alignment Resilience scores your actual work.
| ChatGPT / Claude | Career Coach | Alignment Resilience | |
|---|---|---|---|
| Time | Varies | 1–2 hours | ∼15 minutes |
| Cost | Free | $150–300/hour | Free score / $79 report |
| Data source | General training data | Personal experience | Peer-reviewed task research |
| Specific to your work | Only if you prompt well | Depends on coach | Yes — scored from your answers |
| Market signal | No | Sometimes | Live job data + salary ranges |
| Next steps | Generic suggestions | Coach-dependent | 2–3 data-backed paths |
Time
Cost
Data source
Specific to your work
Market signal
Next steps
How it works
Four steps to a real answer
Your score is personalized to your work, not your job title.
Tell us what you actually do
Upload your resume and describe your typical week in a few sentences. Together, they let us generate questions specific to you.
∼1 minuteAnswer 5 targeted questions
We ask about your actual task mix, decision authority, and work character. One allocation question. Four multiple-choice. Be honest — your report is private.
∼10 minutesWe match your work to real data
Your description is matched against rated work tasks to measure AI overlap, plus live market data — who’s hiring, salary ranges, and demand trends.
∼45 secondsKnow exactly where you stand
Your results show which parts of your work are protected, where the real risk is, what you can lean on, and 2–3 specific directions to move.
InstantResearch basis
Built on published research, not AI self-assessment
The underlying data is from a peer-reviewed study in Science journal. We use human reviewer ratings throughout — not GPT-4 rating itself.
individual tasks rated
occupations covered
peer-reviewed journal, 2024
annotators, not AI self-rating
Pricing
Start free. Unlock when ready.
See your Resilience Score at no cost. Unlock the full report with task-level breakdown, career paths, and market data when you're ready.
Score
Free
No credit card required
- Upload your resume
- Answer 5 personalized questions
- Resilience Score (0–100)
- Occupational baseline comparison
Full Report
$99$79one-timeFounding beta · pay only after you see your score
A hard, honest look at where you actually stand — which parts of your work are protected, which aren’t, and which direction to move. Not generic career advice. A specific, data-grounded answer to the question you’re already asking yourself.
- Personalized 5-question assessment tailored to your resume, work description, and role
- Resilience Score — how your specific work compares to your occupation’s average
- Task-by-task AI overlap breakdown — what’s at risk and what’s protected
- Augmentation pressure analysis — how AI tools are reshaping your workflow, with specific tools named
- A fresh perspective — something your background reveals that may surprise you
- Your durable assets — skills AI can’t easily replicate, with market value trends
- 2–3 concrete career paths forward, anchored to live job market data
- Downloadable PDF, stored permanently in your account
- One free re-run within 7 days if you need to update your answers
Start free · unlock when you're ready
Know where you stand
before the next wave hits.
15 minutes. Free. Personalized to your actual work.
Get Your Score — Free, No Card RequiredYour answers and report stay in your account — we never share them with employers.