AI is inevitable.
A painful transition isn't.
Between now and 2028, 30–40% of knowledge work tasks will be automatable. Not 30–40% of jobs — tasks. But when 60% of your job is automatable, the restructuring hits fast. The companies building AI aren't building the transition infrastructure. So we built it. 36 tools. Zero paywall. Your move.
Start Taking Action ↓Income Bridging
Immediate actions to protect your income and push for systemic change. These tools work today.
AI Displacement Insurance
No insurance product exists for AI displacement. Your state insurance commissioner can change that. Send this letter to start the conversation.
Join thousands calling for AI displacement insurance to be made available as a standard insurance product.
Sign on Change.org →Estimate when AI automation may significantly restructure your role. This isn't a prediction — it's a planning tool.
Has AI already affected your work? Sharing your experience helps us build better tools and stronger policy arguments.
Transition Stipends
Your federal representatives need to hear from you about AI transition policy. Find them here.
Representative lookup by zip code coming soon. In the meantime:
Select your situation to generate a customized letter about AI transition stipends.
See how a modest productivity-gain assessment could fund real transition stipends.
Cooperative Ownership
This model corporate policy establishes fractional equity for workers whose work product trained AI systems. Adapt it for your organization.
Propose an AI Displacement Equity Review at your organization. This email template gives HR a clear, professional starting point.
Worker protections vary by state. Key federal protections:
- •WARN Act — Employers with 100+ workers must give 60-day notice before mass layoffs affecting 50+ employees
- •NLRA Rights — You have the right to organize, discuss working conditions with coworkers, and engage in collective action
- •COBRA — Continued health insurance coverage for 18-36 months after job loss (you pay the full premium)
- •State Laws — Many states have additional protections. Check your state labor department website.
Worker cooperatives are democratically owned by their members. When your job is displaced, building or joining a co-op means you own the means of production — including any AI tools you deploy.
Browse Co-op Directory →Skill Repositioning
3-6 month actions to map your skills, find complementary roles, and build collective capacity. Knowledge is leverage.
Honest Capability Mapping
The Displacement Index tracks which skills are gaining and losing market premium in real time, based on job posting data, automation research, and salary trends.
View Displacement Index →Based on your skill map above, we'll generate repositioning directions.
Coming soon — an AI advisor trained on displacement data to give you personalized career guidance based on your skills, location, and industry trends.
Sign up for launch notification:
Complementarity Matching
Find roles that complement your expertise in an AI-augmented workplace.
Paste your current job description and we'll reframe it for AI-complementary positioning.
Skip the noise. These 10 courses build real, AI-complementary skills — and they're all free or affordable.
Google Data Analytics CertificateLearn data cleaning, analysis, and visualization
IBM AI EngineeringBuild and deploy AI models with hands-on projects
CS50: AI with Python (Harvard)Algorithms behind AI — search, optimization, machine learning
Prompt Engineering (DeepLearning.AI)Master the skill of directing AI effectively
UX Design (Google)Design human-centered experiences for AI-powered products
Digital Marketing (Google)AI-augmented marketing and analytics
Project Management (Google)Manage hybrid human+AI teams and workflows
Cybersecurity (Google)AI security is a growing, high-demand field
AI for Everyone (Andrew Ng)Non-technical AI literacy for any professional
MIT Intro to CS (OpenCourseWare)Free, rigorous CS foundations from MIT
Propose a 30-day human+AI pilot at your company. Be the person who leads the conversation instead of reacting to it.
Transition Guilds
Transition guilds are new — most don't exist yet. That's why we need YOU to start one. In the meantime, connect with existing worker organizations:
Starting a transition guild takes 8 steps. Track your progress here — it saves automatically.
See what your guild could do with pooled resources.
List your guild so others in your area and industry can find you.
New Economy
6-18 month horizon. Build ownership in the AI economy. Create agents, value care work, demand public access.
Agent Ownership
Answer three questions to generate a spec for an AI agent built on your expertise.
Spore is our open source agent library. 190 files, 13 agents, 15 skills. MIT licensed. You own everything you build with it.
View Spore on GitHub →Project how much revenue an AI agent built on your expertise could generate.
Free 5-day email course:Build and deploy your first AI agent. No coding experience required. We'll walk you through designing, building, and monetizing an agent based on your professional expertise.
- Day 1: What is an AI agent? (and why you should own one)
- Day 2: Designing your agent's capabilities
- Day 3: Building with Spore — hands-on tutorial
- Day 4: Deployment and testing
- Day 5: Monetization strategies
Care Economy
Proof of Care is an attestation protocol that creates verifiable records of care work — childcare, elder care, mentoring, volunteering, community organizing. Your care work deserves recognition.
Attest on Proof of Care →Care work has market value. See what yours is worth.
Advocate for care work to count toward Social Security credits. This letter makes the case.
The Proof of Care Network connects caregivers, volunteers, and community organizers. Build your care resume. Get recognized. Find support.
Join the Network →Public AI Access
AI access is becoming as essential as internet access. Your city council needs to hear it. Send this letter.
You don't need a subscription to start using AI. These tools are genuinely free:
ChatGPT FreeGeneral-purpose AI assistant from OpenAIClaude FreeThoughtful AI assistant from AnthropicGeminiGoogle's AI with web access and multimodal capabilitiesPerplexityAI-powered research with cited sourcesMicrosoft CopilotAI assistant with image generation includedHugging FaceOpen source AI models and demos — thousands freeOllamaRun AI models locally on your own computerStable DiffusionOpen source AI image generationGIMP + AI pluginsFree Photoshop alternative with AI enhancement pluginsLibreOfficeFree office suite — increasingly AI-enhancedGoogle NotebookLMAI research assistant that works with your documentsCanva FreeDesign tool with AI features on the free tierRemove.bgAI background removal — free for basic useDeepLBest free AI translation — better than Google TranslateGrammarly FreeAI writing assistant with generous free tierA step-by-step guide for librarians to set up public AI access. Share this with your local library.
Propose an AI access pilot to your local library board.