Aivy has some early-career-friendly signals like remote work, a stated learning budget, and a public DEI stance, but entry-level access is hard to rely on because the jobs page does not show a working list of open roles. Outcomes are also difficult to validate because there is little public evidence about junior progression, retention, or early-career sentiment.