AI relevance must appear in the job title or verified responsibilities and skills. Senior, principal, director, faculty, and roles explicitly requiring advanced degrees in their titles are excluded. Newer postings, undergraduate internships, entry-level signals, and explicitly paid roles receive more weight. The sample spans available career fields.

Samples use dedicated Handshake feeds with job descriptions. Automated rules check for AI-related duties or skills and exclude policy-only mentions. Pay is marked only when the description provides evidence. Check the posting for exact location, eligibility, and work arrangements.

Regional and nationwide feeds use U.S. location filters. Remote & hybrid feeds also require the Remote Allowed flag. Tabs can overlap. Each feed returns up to 200 recent matches; each tab samples up to 12 qualifying postings with no more than two per employer. A smaller pool can produce fewer results or repeat a sample.