The report claims Anthropic's "deep adoption of AI" has meant more code per person, more sales per representative and faster contract processing, with productivity rising within a few months. Since March 2025, soon after the launch of its agentic coding tool Claude Code, entry-level technical hires reportedly fell from nearly 30% to 9%, and their share of headcount from about 21% to 14%. Anthropic frames this as a preview of work more broadly, floating a future of single-person startups steering "swarms of agents" to billions in revenue.

Sceptics see a commercial motive rather than neutral analysis. Julián Posada, a Yale social scientist, said the report reads as if written by "a company that wants to sell shares", pointing to its lack of independent outside auditing ahead of a possible initial public offering. Dylan Baker of the non-profit Distributed AI Research Institute called the model of few junior hires plus engineers wrangling agents "shortsighted", arguing it "fundamentally misunderstands how software is written, architected and designed".

The scepticism has history behind it. Last year Anthropic's chief executive Dario Amodei predicted AI could eliminate half of entry-level white-collar jobs and would be writing 90% of code within six months; neither came to pass. Research also complicates the idea that AI is driving recent layoffs: Morgan Frank of Case Western Reserve University shared a paper, now in peer review, showing AI-exposed job markets deteriorated from early 2022, months before ChatGPT launched, and he suggests some bosses may be engaging in "AI-washing" by crediting AI for cuts they would have made anyway.