Practical guide
Based on 40+ real cases. Not theory — patterns from people who went through it.
We're building a personalized risk assessment tool based on our database of real AI layoff cases. Enter your role, industry, and tools you use — and we'll tell you how exposed you are.
AI adoption metrics appear in your reviews
Meta used an internal tool called Checkpoint to track employee AI usage — those who scored low were laid off first.
Source: Meta layoffs, 2026
You're asked to "train" an AI system
A big bank employee was told to train GPTs before being let go. If you're documenting your workflows for AI, you may be training your replacement.
Source: Big Bank layoff, 2026
"AI-first" language in company communications
When leadership starts calling the company "AI-first" or announces "AI-driven restructuring," layoffs typically follow within 3-6 months.
Source: Multiple reports
Your team is shrinking but output expectations stay
Companies replace departed colleagues with AI tools instead of hiring. If headcount drops but workload doesn't, AI is filling the gap.
Source: Software company, 60 people cut
New AI tools appear in your workflow without asking
When IT rolls out AI assistants for your exact job function, it's a pilot. If it works, the next step is reducing headcount.
Source: Multiple reports
Company invests heavily in AI while cutting costs elsewhere
"4k layoffs in NYC office for AI Innovation funding" — your salary budget may be redirected to AI infrastructure.
Source: Big Bank, 2026
Build 6-month emergency fund
Our data shows many people are "still searching" months later. Severance is not guaranteed.
Understand your severance rights
Check your contract and local WARN Act requirements. Companies with 100+ employees must give 60-day notice in the US.
Don't rely on severance alone
In our reports, severance ranged from nothing to a few months. Plan as if you'll get zero.
Learn the AI tools in your field
The people who survive aren't those who ignore AI — they're the ones who become the AI expert on the team.
Document your achievements outside company systems
Your performance reviews, projects, and metrics live on company servers. Export what you can, keep a personal record.
Build a public portfolio or presence
GitHub, writing, speaking, LinkedIn content. When the day comes, you need proof of your work that isn't behind a corporate login.
Network before you need to
The worst time to start networking is when you're already laid off. Build connections now.
Join communities in your field
Reddit, Discord, Slack groups. People in our tracker found new opportunities through community connections.
Talk to recruiters proactively
Have conversations with recruiters even when you're not looking. Know your market value.
Learn to work WITH AI, not against it
Prompt engineering, AI workflow design, human-AI collaboration. These are the meta-skills that make you irreplaceable.
Develop skills AI can't replicate
Client relationships, strategic thinking, physical presence, regulatory expertise, creative direction.
Consider adjacent roles
AI trainers, AI ethicists, prompt engineers, AI product managers — new roles are emerging.
Know someone who was replaced by AI? Their story helps others prepare.