AI Tightens Entry-Level Jobs as Hiring Shifts from Resumes to Trials

Cloudflare, the company that keeps roughly one-fifth of the internet online, just released numbers that should alarm anyone who still believes technology is supposed to lift people up rather than replace them. Artificial intelligence companies are crawling the web at an almost unimaginable scale while giving almost nothing back. The worst offender is Anthropic, the San Francisco outfit that markets itself as the responsible, ethical alternative in the AI race. Its bots crawl web pages 8,800 times for every single referral it sends back to the original site. That is not a typo. OpenAI sits at a still-absurd 993 to one. By comparison, more traditional search engines look almost civilized.

This is not innovation. It is extraction. For decades the internet operated on a simple bargain: websites produced content, search engines and crawlers indexed it, and users flowed back to the creators. That bargain is now dead. AI chatbots summarize, repackage, and replace the original material without ever sending readers to the source. The result is a digital strip-mining operation that enriches a handful of well-funded labs while starving the publishers, writers, and small businesses that actually generate the material these systems were trained on. Anthropic’s CEO, Dario Amodei, likes to talk about building AI that benefits humanity. The data suggests his company is mainly interested in vacuuming up humanity’s work and offering little in return.

The damage is not confined to the web. The same technology is now reshaping the job market in ways that are brutal for anyone starting out or trying to stay afloat. The underemployment rate for recent college graduates has hit 42.5 percent, the worst figure since the depths of the pandemic. That number comes from real people living with the consequences. Gillian Frost, a 22-year-old at Smith College in Massachusetts, has applied to more than 90 jobs since last September. She has been ghosted by a quarter of them and auto-rejected by more than half. Interviews, when they happen, often end in silence. “I feel helpless,” she told The Guardian. “No one seems to know how best to prepare due to the unique conflux of events occurring.”

Frost is not alone. Young workers across the country describe a hiring process that feels rigged against them. Employers, flooded with AI-generated resumes that all sound identical, have largely stopped reading them. The polished keyword-stuffed documents that used to impress now look suspicious precisely because they are so perfect. Hiring managers say they would rather see what someone can actually do than read another ChatGPT masterpiece. Some companies are shifting toward skills tests, trial projects, or simply asking candidates to show up and demonstrate value in person. The resume, a staple of American work life for generations, is becoming irrelevant.

Even those already inside the tech industry are feeling the squeeze. Jason Zhang, a 25-year-old software engineer laid off from Google in March, has not yet told his parents. He spends his days prepping for interviews rather than blasting out applications, hoping the extra polish will matter. The guilt and identity crisis he describes are common among laid-off tech workers who tied their entire sense of self to prestigious jobs that no longer seem secure. If elite engineers at one of the world’s most valuable companies are anxious about their next move, what does that say about everyone else?

The pattern is clear. A small group of AI companies, flush with investor cash and political connections, are racing to build ever-more powerful systems. They train those systems on vast quantities of other people’s content, often without permission or compensation. Then they sell the results back as productivity tools that allow employers to hire fewer humans. The people who created the original data, wrote the original articles, designed the original websites, or filled entry-level roles that taught valuable skills are simply cut out of the transaction.

This is not the organic progress of a free market. It is concentrated power deciding that certain classes of human labor are no longer necessary. The same coastal elites who lecture the rest of the country about embracing change are building machines designed to make that change unnecessary for themselves while devastating everyone below them. College graduates who followed the rules, took on debt, and earned their degrees now compete against software that can mimic their work product at a fraction of the cost.

Policymakers in Washington talk endlessly about artificial intelligence as an arms race with China. Few seem interested in asking what this race means for American workers who are not venture-backed founders or prompt engineers. The stories of graduates sending out dozens of applications into the void, of experienced engineers hiding layoffs from their families, of publishers watching their traffic evaporate should be a national scandal. Instead they are treated as unfortunate side effects of inevitable progress.

The Cloudflare data puts hard numbers on what many have suspected. AI is not searching the web. It is consuming it. And the people being consumed are the same ones told for years that more education, more credentials, and more adaptation were the keys to success. Those promises are collapsing in real time. The bots keep crawling. The referrals barely trickle. The help-wanted signs that used to welcome new graduates are being replaced by automated systems that need no benefits, no time off, and no future.

Americans have watched elite institutions fail them before. What makes this moment different is the speed and finality of the replacement. Once a generation’s entry-level jobs disappear, the ladder to the middle class vanishes with them. The AI companies racing to the future might want to consider that the society they are building will have fewer customers, fewer creators, and far less trust if the current path continues unchecked. The crawl-to-refer ratios do not lie. Neither do the empty inboxes of thousands of young Americans who simply want a fair shot at work their parents took for granted.