Alignment Resilience—Know where you stand before AI moves the ground
Founding Beta · 50 spots
Two people.
Same title.
Completely different risk.
108,435 jobs were cut in January alone — the highest January total since 2009. As of March, AI has become the #1 stated reason for workforce reductions in 2026.
Challenger, Gray & Christmas · Job Cuts Reports, January–March 2026The global authority on workforce trends — tracking layoffs since 1993Your AI displacement risk is specific to you — not your job title. Alignment Resilience shows you which parts of your work are protected, which aren't, and where to go next.
$79 for the founding 50 — then $99 at public launch
Secure checkout via Stripe
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 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?
Personalized paths forwardNot “upskill in AI.” A specific answer: given your background and location, what paths are open?
The blind spot
Why the tools you've
already tried don't work
If you've tried career risk calculators, skills assessments, or AI impact reports and walked away without knowing what to actually do — there's a reason.
“40% of data scientist tasks are automatable”
This number applies equally to every data scientist. It says nothing about whether your specific work is in the exposed 40% or the protected 60%. You can’t act on an average.
They score your title, not your work
Two product managers can have a 50-point difference in how much of their daily work AI can already handle — depending on whether they spend their days making decisions or documenting them. Every existing tool treats them identically.
No market signal, no location context
AI displacement risk for a corporate tech role in Seattle is a completely different conversation than the same role in healthcare in Dallas. Generic tools don’t know where you are or what’s hiring at your level, right now.
They stop at “you’re at risk”
Even the better assessments tell you how exposed you are, then leave you there. No paths forward. No explanation of which of your skills have increasing value. No specific, reachable next step.
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 market data and concrete paths forward.
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 — 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...
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.
The 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
“An amazing tool to understand your career risk and how to grow beyond it in the age of AI. I enjoyed using it.”
“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.”
“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.”
Pricing
One assessment. Complete picture.
No tiers, no bundles, no subscriptions. A one-time purchase for a personalized analysis that's yours to keep.
Alignment Resilience Assessment
$79 for the founding 50 — then $99
Get Your AssessmentSecure payments via Stripe
What's included
A hard, honest look at 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
- 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
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 career paths 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.
| Alignment Resilience | ChatGPT / Claude | Career Coach | |
|---|---|---|---|
| Time | ~15 minutes | Varies | 1–2 hours |
| Cost | $79 one-time | 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, top employers, trends | No | Sometimes |
| Concrete next steps | 2–3 data-backed paths | 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, at a fraction of the cost — that's what this is built for.
Pricing & Policies
No free trial — the report is tailored to your specific resume and work, so a sample from someone else wouldn't tell you much. The methodology section above walks through exactly how the analysis works. If you have specific questions before getting your report, email contact@hatalign.com.
Once per purchase. Your report is stored in your account permanently so you can refer back to it at any time.
If your situation changes significantly — you've moved into a different role, changed your task mix, or it's been 6+ months — a new assessment at the standard price is the right call.
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.
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.
Know where you stand
before the next wave hits.
The answer isn't to apply more — more roles, more resumes, more volume. Especially when time is short, knowing what's worth pursuing before you spend months finding out is what separates a focused three-month search from a scattered twelve-month one.
A one-time $79 purchase — founding beta pricing for the first 50. Your personalized analysis, stored permanently in your account.
Your answers and report stay in your account — we never share them with employers.