Gene Dai

Research desk ยท Gene Dai

Evidence you can check.
Questions you can use.

Two working registers for people buying hiring software or making sense of AI's effects on work. Every record keeps its source, scope and limitations together.

01 / 6 evidence records

AI hiring procurement evidence

A source-linked register of AI hiring product claims, audit scope and unanswered buyer questions. Compare six vendors without treating documentation as a product test.

Open register โ†’
02 / 8 evidence records

AI and employment evidence

Compare eight source-linked records on AI, work and employment. Keep exposure estimates, task productivity, observed employment and vendor usage data separate.

Open register โ†’

Built for reuse, with the caveats attached

Read all records without JavaScript. Use stable links to individual records, or download the same material as CSV, JSON or Markdown. Downloads are free and require no email address.

These are editorial research registers, not original experiments or licensed copies of the underlying studies. Cite the original source when quoting a result. Cite a record here when using its classification or buyer question.

Editorial ownership

Maintained by Gene Dai, a co-founder of Metix AI. The procurement register discloses that relationship. No vendor has been scored from a demo or described as tested here.

Current edition: . Changes are logged in each register. Send a correction with the record ID, source and proposed change.