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The Fulcrum Project

Real tools, real strategies, real hope for workers navigating the AI transition

12 AI models · 37,000 words of research · One mission: help the most vulnerable

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The Reality
94%
of computer science tasks can theoretically be covered by current AI models. But only 33% are automated today. That 61-point gap is closing fast.
Source: Anthropic, "Labor market impacts of AI" (March 2026)
Inverted
The most vulnerable workers are not manual laborers. They are educated white-collar professionals: lawyers, analysts, programmers, translators. The group most exposed is 16% more female, earns 47% above median, and is 4x more likely to hold a postgraduate degree.
Source: Massenkoff & McCrory, Anthropic Economic Futures (2026)
Diagnostic Tool
FulcrumScan
The diagnostic nobody else offers. In 10 minutes, discover not just your exposure to AI displacement — but whether your financial stability, provable expertise, and professional network can support a transition. Every career tool tells you what to learn. FulcrumScan tells you whether you can afford to learn it, whether anyone will believe you learned it, and whether anyone in your target sector knows you exist.
Start Free Diagnostic →
10 minutes · Free · No signup required
Who Is Most at Risk
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Junior Programmers
Exposure: Critical
Entry-level coding tasks are the first to be automated. The traditional career ladder is disappearing from the bottom up.
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Writers & Translators
Exposure: Critical
Content generation, copywriting, and translation are among the highest-exposure tasks measured in 2026.
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Legal Professionals
Exposure: High
Document review, contract analysis, and legal research — 89% theoretical coverage. Enterprise adoption accelerating.
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Financial Analysts
Exposure: High
Quantitative analysis, reporting, and auditing tasks increasingly handled by AI systems with higher accuracy.
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Admin & Support
Exposure: High
Administrative coordination, customer service, scheduling — 90% theoretical coverage. Often the least visible displacement.
Data Explorer
US Job Market — AI Exposure Map
Andrej Karpathy · March 2026
342
Occupations mapped
143M
Jobs covered
0–10
AI exposure score

Andrej Karpathy (former Director of AI at Tesla, co-founder of OpenAI) built an open-source visualization of every occupation in the US economy, scored by AI exposure using LLM analysis of Bureau of Labor Statistics data.

“A high score does not predict the job will disappear. Software developers score 9/10 because AI is transforming their work — but demand could easily grow as each developer becomes more productive.”
Explore the interactive map → · View source on GitHub →
The Fulcrum Difference

Karpathy measures how exposed you are. We measure what to do about it. Exposure alone does not predict outcomes — what matters is whether your fulcrum (financial stability, provable expertise, professional network) can support you through the transition. Take the diagnostic →

First Aid

Lost your job to AI? Start here.

We built a week-by-week guide for people in crisis. Not motivational platitudes. Not "learn to code." Concrete steps for stabilization, orientation, and rebuilding — starting today.

Read the First Aid Guide
What We're Building

The Fulcrum Project was born from a simple conviction: if we have access to the most powerful tools on the planet, the least we can do is put them at the service of those who need them most.

We deployed 12 AI models simultaneously — Claude, Gemini, Grok, DeepSeek, ChatGPT, Copilot, Qwen, Genspark, Meta AI, Perplexity, Mistral, and Kimi — each with a tailored research prompt, to produce 37,000 words of analysis. Then we synthesized them into something none could produce alone.

This is not a commercial project. There is nothing to buy. We are building free tools, guides, and resources for workers navigating the most significant labor market shift in a generation.

Now live: FulcrumScan (free diagnostic tool), full research visualization, and this resource hub. Coming next: reinvention roadmaps by profession, a resource directory by country, the First Aid guide, and regular analysis of the evolving landscape.

Carles Garcia Bach & Hypatia
Harmony Nexus Vitae · March 2026