3 Recruitment and Staffing AI Agents, Live in Production.

Recruitment volume creates two problems that are usually treated as unavoidable. The first is silence: most applicants hear nothing, because writing a real response to two hundred people is not feasible and a templated rejection feels worse than none. The cost lands on the employer brand and is paid slowly. The second is inconsistency in how candidates are assessed. Screening criteria live in a hiring manager’s head, so two reviewers rank the same CV differently and neither can explain their reasoning afterwards. Interviews compound it — questions are improvised, so different candidates are assessed on different things, and occasionally on something that should never have been asked at all.

These agents make the assessment explicit and the response feasible. Resume Screening scores a candidate against a job description using weighted criteria you set, with a breakdown showing where the score came from — the breakdown being what turns a score into a reviewable decision. Interview Guide Builder turns a job description into a structured interview: competencies drawn from the role, questions written to produce evidence, and an explicit list of what must not be asked. That last output exists because the questions that create legal and ethical exposure are usually asked casually, in rapport-building, by someone with no intention of discriminating. Candidate Acknowledgment then replies to every applicant honestly — where they are, when they will hear, and a real reason where the answer is no — with every draft approved individually, because a rejection is a message to a person and deserves to have been read by one.