HR & Recruitment Workflows

Recruitment is a pipeline, and Claude can accelerate every stage except the ones that require human judgment about culture fit and team dynamics. The stages where Claude excels: job description writing, resume screening, interview question generation, and candidate communication. The stages where Claude must not operate autonomously: hire/no-hire decisions, compensation negotiation, and feedback delivery.

Job descriptions are the entry point. Most job descriptions are bad — they are either a wish list of 25 requirements that no human possesses, or they are so vague that every applicant thinks they qualify. Claude can take a hiring manager's brain dump about what they need and produce a structured, realistic job description with clear must-haves versus nice-to-haves, a compelling company pitch, and inclusive language. Build a skill that encodes your company's JD template, tone guidelines, and DEI language standards.

Resume screening is where the volume problem lives. A popular job posting receives 200-500 applications. A human recruiter spending 3 minutes per resume needs 10-25 hours just for initial screening. Claude can read all 500 resumes in parallel and produce a structured evaluation for each: which must-have requirements are met, which are not, years of relevant experience, and a match score.

The critical guardrail here is bias mitigation. Claude must evaluate against the job requirements, not against a pattern of "what previous successful candidates looked like." The screening skill should explicitly exclude: name, gender, age, school prestige, employment gaps without context, and any demographic signal. The evaluation should be purely requirements-based: "Requirement: 5+ years Python. Candidate: 7 years Python, 3 years Java. Met." This is not just an ethical imperative — it is a legal one in most jurisdictions.

1. 1. Job Description Skill Build a skill that takes a hiring manager brain dump and produces a structured JD with: role summary, must-have requirements (5-7), nice-to-haves (3-5), company pitch, and compensation range. Include your DEI language standards in the skill.
2. 2. Resume Screening Skill The screening skill evaluates each resume against the must-have requirements only. Output: a requirements matrix (met/not met per requirement), years of relevant experience, and a match percentage. Explicitly exclude name, demographics, and school prestige from the evaluation.
3. 3. Interview Question Generation Based on the role requirements and the candidate's resume, generate tailored behavioral and technical questions. "Given their 3 years of distributed systems experience, ask them to describe a time they debugged a production outage across multiple services." Personalized questions produce better signal than generic ones.
4. 4. Candidate Communication Draft personalized outreach, status updates, and rejection emails. The tone skill should match your employer brand. Rejection emails should be respectful and specific about why the candidate was not selected — "we chose candidates with more distributed systems experience" not "we decided to go in a different direction."