Alignment Resilience—Career decision clarity backed by AI displacement research
Founding Beta · Score free, full report $79
Two people.
Same title.
Completely different risk.
Which one are you?
If you're mid-career and watching AI reshape your industry, the question isn't whether it affects you. It's which parts of your work are protected, which aren't, and what direction to move.
Alignment Resilience shows you, in 15 minutes, what's genuinely durable about your work, what's exposed, and 2–3 concrete directions forward. Backed by peer-reviewed research, personalized to your actual work, not your job title.
Full score in ~15 minutes
Your answers and report stay in your account — we never share them with employers.
Daily work overlaps heavily with what AI can already do — writing code, testing, implementing specifications.
Spends time on coordination, judgment calls, and decisions — the tasks where AI has the lowest overlap today.
The question is: which one are you?
And what does that mean for your next move?
Scored from human-rated work tasks
The real questions
What you're actually
trying to figure out
Whether you're searching and not getting traction, or know you should start — three questions need answering first.
Is the work I do every day being automated — and how quickly?
AI overlap with your workThe actual tasks you spend your hours on — not your title, not your industry.
Is my sector actively hiring for someone at my level, right now?
Live market signalDurable skills don’t help if the market is frozen. Is staying in your lane viable today?
If I should move in a different direction, what's actually reachable from where I am?
Concrete roles forwardNot “upskill in AI.” A specific answer: given your background and location, what paths are open?
These are the questions that keep coming back when you're in the shower, on a walk, or lying awake at 2 AM. They're specific enough that a Google search won't answer them, and personal enough that a friend can't either. That's what Alignment Resilience is built to answer.
The blind spot
Why gut feel isn't
enough anymore
Most people navigating a career shift rely on gut feel, general articles, and advice from friends. None of those can tell you specifically which parts of your work are durable and which direction to move.
Articles tell you which jobs are at risk. They can’t tell you about YOUR work.
You’ve read the headlines. You have a general sense of which fields are most exposed. But that’s about job categories, not about you. Two people with the same title can have a 50-point difference in AI exposure depending on how they spend their days. No article can tell you where you fall.
Reassurance isn’t analysis.
Friends and mentors mean well. “You’ll be fine, your skills are transferable.” But reassurance doesn’t tell you which of your skills are genuinely durable and which ones are quietly becoming automatable. It tells you what you want to hear, not what you need to know.
A general sense isn’t a specific answer.
As one professional who took the assessment put it: “Without this report, I would have continued evaluating my career path based on intuition and general feedback, without clearly identifying the skills that are gaining or losing importance.” Knowing generally isn’t the same as knowing specifically.
Trial and error costs months you may not have.
The alternative to knowing is guessing, and guessing means learning through months of misdirected applications, interviews that don’t land, and opportunities you didn’t realize you should have pursued. When the market is shifting at the task level, the difference between a focused three-month search and a scattered twelve-month one is knowing which direction to move before you start.
How Alignment Resilience compares to other options
| Alignment Resilience | ChatGPT / Claude | Career Coach | |
|---|---|---|---|
| Time | ~15 minutes | Varies | 1–2 hours |
| Cost | Free score / $79 full report | Free | $150–300/hour |
| Data source | Human-annotated task research | General training data | Personal experience |
| Specific to your work | Yes — scored from your answers | Only if you prompt well | Depends on the coach |
| Live market signal | Opening counts, salary ranges, trends | No | Sometimes |
| Concrete next steps | 2–3 roles with 30-day action plans | Generic suggestions | Based on the coach’s experience |
Each option has its place. A coach brings the human relationship. ChatGPT is great for brainstorming. But if you want a specific, grounded read on where you stand with AI, in 15 minutes and at a fraction of the cost, that's what this is built for.
It's not about the title — it's about the work
The same role.
Completely different picture.
Whether you're an individual contributor or in management, AI displacement depends on what you actually do — not your level. Look at the difference the specifics make.
Scores and averages shown are illustrative examples based on the underlying research data — not actual assessment outputs.
These are simplified comparisons. Your actual report breaks down every dimension of your work, task by task, with 2–3 concrete roles forward with a 30-day plan for each, anchored to live job market data and your durable assets.
How it works
Four steps to a
real answer
Alignment Resilience combines your actual work description with your occupation's task-level data to produce a score specific to you — not your title, not your industry average.
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. No names or confidential details needed — just your activities.
~1 minuteAnswer 5 targeted questions
We ask about your actual task mix, decision authority, and work character. Questions reference your specific roles. 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 for your role and location.
~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 with a personalized 30-day action plan for each — grounded in live hiring data, not generic advice.
InstantWhat you get
From a real assessment
Every assessment is different — personalized to your resume, your work, and your answers. Here are a few of the sections you'll receive — plus a perspective you won't expect, how AI tools are reshaping your workflow, methodology, and more.
Resilience Score
Score of 63 vs. 40 occupation average — your work skews toward judgment, not routine...
Task-by-task AI overlap breakdown
The negotiation and coalition-building in this part of your work involves...
The milestone tracking and status reporting you do here overlaps with...
+ 2 more dimensions...
Your durable assets
Cross-functional negotiation across engineering, design, and sales
This skill has held its value because the coordination work it requires involves...
Paths forward
Move into product strategy or chief of staff roles
Your cross-functional work and stakeholder management experience maps directly to roles where the co...
A complete example
See exactly what the full report looks like.
A complete Alignment Resilience report for a fictional Senior Marketing Manager. Every section, nothing redacted, nothing truncated.
Read the Full Example ReportTakes 3 minutes to read. Yours will reflect your specific work.
Why you can trust the score
Built on published
research — not AI self-assessment
The underlying data comes from GPTs are GPTs (Eloundou et al., published in Science, 2024) — a peer-reviewed analysis of how much of each work task an AI can do today. The dataset covers 923 occupations and 19,265 individual tasks, each rated on a 0-1 scale.
We use the human reviewer ratings throughout — not GPT-4 self-assessments. For software developers: GPT-4 said 87% of tasks were within reach; human reviewers said 45%. We use the human number.
The task data is from 2024. The Brookings Institution's 2026 workforce resilience study uses the same framework, confirming its relevance. AI capabilities are evolving — we update our exposure model quarterly and incorporate newer research as it becomes peer-reviewed.
108,435 jobs were cut in January 2026 alone, with AI cited as the #1 reason. But the headline layoffs are only part of the story. The bigger shift is happening quietly: roles not being backfilled, teams running leaner, tasks being absorbed by AI tools one at a time.
Challenger, Gray & Christmas · Job Cuts Reports, January–March 2026The broader picture
Start with the question
that has to come first.
Most career platforms help you apply. HatAlign helps you figure out what's actually worth applying for.
Understand how much of your work overlaps with AI, what your durable assets are, and which roles are the right targets given where you are right now.
Evaluate your fit for specific roles
Focus your search on what's actually worth pursuing
Reposition your resume for where you're headed
Your assessment is the foundation — everything that follows builds on what it reveals.
Founding cohort
Early feedback
“Without this report, I would have continued evaluating my career path based on intuition and general feedback, without clearly identifying the skills that are gaining or losing importance because of AI. It made me aware of areas where I needed to focus.”
“I hadn't thought about my work through this lens before. Like, I'd always seen my platform decisions as just operational stuff that needed to get done. The report connected that directly to revenue impact, which kind of opened my eyes. The career paths made sense too. The top one matched exactly where I'd want to go, and for a path I wasn't interested in, it had already called out the exact risk I would've flagged myself. I'm already going to rewrite parts of my resume based on what the durable assets section showed me.”
“Typically, we rely on PMs. The report gave me a way to reframe my role that I hadn't considered — shifting from execution to setting the objective function for the org.”
“HatAlign showed that my client-facing decisions and design work are resilient, while AI is reshaping coding, project management, and documentation. To stay ahead, I'll leverage my cross-platform automation expertise and make sure I'm the one interpreting and guiding how predictive tools get applied to client realities.”
“I was genuinely impressed by the depth and the precision of HatAlign's assessment. The questions weren't generic. They were the kind of sharp, to-the-point questions I'd ask candidates myself when trying to gauge their true expertise.”
“I tried the HatAlign service because I was very curious about how the AI transformation was going to impact my long term career and found the report to be enlightening. I highly recommend HatAlign for anyone in white collar work as some findings may be counterintuitive.”
“An amazing tool to understand your career risk and how to grow beyond it in the age of AI. I enjoyed using it.”
Pricing
Start free. Unlock when ready.
See your Resilience Score at no cost. Unlock the full report with task-level breakdown, concrete roles forward with 30-day action plans, 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 — instead of months of guessing.
- 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 roles forward with a personalized 30-day action plan for each, anchored to live market data and your durable assets
- 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
🛡️ 48-hour satisfaction guarantee · full refund, no questions asked
For teams & employers
Assessing a team or offering this as part of a severance or outplacement package? We're building a team offering — reach out and we'll tailor something to your needs.
contact@hatalign.comFrequently asked questions
About the Assessment
If you've been job searching for a while and progress feels slower than it should — applications going out, not much coming back — this helps you see whether the problem is your strategy or whether the ground has actually shifted under your role.
If you're earlier in a search or about to start one, this is the clarity you want before you invest months going in the wrong direction. Know where you stand while you still have momentum.
And if you're currently employed but watching layoffs happen around you and wondering whether your role is next — this gives you a concrete answer instead of a nagging feeling.
The most common pattern we see is mid-career professionals, roughly 5–15 years of experience, across tech, finance, marketing, operations, product, legal, healthcare, nonprofit, academia, and other domains. But the analysis runs on your specific task mix, so it adapts to who you are rather than requiring you to fit a template.
Alignment Resilience is most useful at a career inflection point — when you've just been laid off, when you're actively job searching and not getting traction, or when you're employed but sensing that your role or sector is changing and you want to get ahead of it.
Alignment Resilience measures one specific thing: how much of the work you do overlaps with what AI can do today. A high resilience score means your daily tasks are hard for AI to replace — and that's genuinely valuable information for your next move.
But AI displacement is only one of many reasons companies cut roles. Budget pressures, market downturns, leadership changes, overhiring corrections, reorgs, geographic consolidation — none of these show up in a task-level AI analysis, because they aren't about your work. They're about the business.
What your score does tell you: the skills and activities that make your work durable are yours to own — they don't disappear with the job. A high resilience score after a layoff means you have real leverage to reposition. You know exactly which strengths to lead with, which roles will value them most, and where to concentrate your energy. That clarity is what turns a setback into a focused, confident next step.
The task-level analysis is based on US occupational data from O*NET and applies globally — work tasks don't change much across borders.
The market signal component (live job posting volume and salary ranges) is US-only in the current version. If you're outside the US, the AI overlap analysis and concrete roles forward will still be relevant, but the market data section will reflect US conditions rather than your local job market.
No — your score is not derived from or compared to other users. It comes from (1) a dataset of rated work tasks measuring AI overlap, and (2) your specific answers about how you actually spend your time. The methodology section above has the full detail.
The occupational baseline is a static benchmark updated quarterly.
Pricing & Policies
Yes — complete the full assessment and see your Resilience Score for free. No credit card required. The score shows where you stand relative to the average for your role.
The full report — task-level breakdown, augmentation pressure, durable assets, concrete roles forward with 30-day action plans, and market data — is available for $79 (founding beta, moving to $99). You can unlock it immediately after seeing your score, or come back later from your dashboard.
You can take the free assessment (score only) as many times as you like — useful if you want to try different descriptions of your work or compare roles.
Unlocking the full report costs $79 per assessment. After unlocking, you get one free re-run within 7 days in case you want to update your answers. Reports are stored permanently in your account.
One free re-run is available from your dashboard for 7 days after your original assessment — no need to email us, it's self-serve.
After the re-run window, you can always start a fresh assessment if your role or situation changes.
Read it, sit with it, and use it to guide your next move.
As a founding cohort member, we'd love 30 minutes with you after you see it — your perspective directly shapes what we ship next — but it's a warm invitation, not a requirement. Your report is yours either way.
We offer a 48-hour satisfaction guarantee. If your report doesn't feel worth the price, email contact@hatalign.com within 48 hours of purchase for a full refund. No questions asked.
Your resume, work description, questionnaire answers, and report are stored in your account and never shared with employers or third parties without your explicit consent.
Aggregate, anonymized data (no personally identifiable information) may be used to improve the product.
The career decision you're about to make
deserves better than a guess.
15 minutes. Your resume. 5 questions about your actual work. A report that shows you what's genuinely valuable about your experience and where to point it next, instead of months of trial and error.
See your Resilience Score free — no credit card required. Unlock your full report when you're ready ($79 founding beta).
Your answers and report stay in your account — we never share them with employers.