Labor Department’s New AI Literacy Course Draws Scrutiny Over Errors, Product Endorsements

The U.S. Department of Labor has rolled out a free online course designed to teach American workers the fundamentals of artificial intelligence, part of a broader federal push to build AI literacy across the workforce. But a close review of the curriculum reveals factual inaccuracies, links to questionable third-party guidance, and ethical questions about the commercial AI products the course appears to promote.

The course, hosted on a Labor Department learning portal, is pitched as an entry point for workers curious about generative AI tools such as chatbots and image generators. It covers foundational concepts including how large language models are trained, what prompt engineering involves, and how AI can be used to draft documents, summarize information, or brainstorm ideas. For workers who have never interacted with tools like ChatGPT, Claude, or Gemini, the material provides a serviceable introduction, and federal officials have emphasized that improving digital literacy is essential to helping Americans adapt to a rapidly changing labor market.

However, a detailed examination of the curriculum uncovered a number of problems. In some sections, the course conflates distinct AI products or attributes features to the wrong developers — errors that, while minor in isolation, can mislead novices attempting to navigate a crowded marketplace. Hyperlinks embedded in the training materials send learners to outside blog posts and how-to guides that contain shaky recommendations, including prompting techniques that security researchers have flagged as potentially exposing sensitive data. Perhaps more consequentially, the course highlights a handful of specific paid AI platforms, raising concerns among ethics watchdogs who argue that federal training materials should remain vendor-neutral to avoid the appearance of government endorsement of private companies.

The scrutiny surrounding the course arrives at a sensitive moment for federal AI policy. Lawmakers on both sides of the aisle have urged the administration to move quickly on workforce retraining, citing projections from the Bureau of Labor Statistics and private-sector analyses suggesting that automation and AI will accelerate job displacement in clerical, paralegal, and entry-level technical roles. At the same time, government ethics experts have warned that any federal training program must avoid becoming a de facto marketing channel for major AI vendors, a concern amplified by the billions of dollars in federal contracts already being awarded to leading AI firms. The Labor Department has not yet announced whether it will revise the course in response to the identified issues, but officials have previously said the curriculum will be updated periodically as AI technology evolves.