Use Claude to sort resumes into a hiring shortlist
A recruiter let Claude rank 200 applications, but the top choice stumbled in the first interview because the model had favored polished writing over fit.
- What they did
- At a small startup, one recruiter was facing more than 200 applications for a single opening and needed a quicker way to narrow them down. They uploaded the resumes into Claude and asked it to order the candidates. The recruiter then moved the model’s top-ranked applicant into an initial interview, where he had trouble talking through parts of his own resume; people in the discussion said the prompt likely pushed Claude toward style over substance.
- How it went
- The first-place pick did not perform well on the screening call, even though the resume had scored highly. The thread’s larger point was that a general-purpose LLM can elevate clean, keyword-rich applications without truly judging readiness, but it did not provide any measured shortlist results beyond that example.
- Tips
- If you ask an agent to triage applicants, spell out what counts as strong evidence for the role and do not rely on presentation alone. Keep privacy, review, and recordkeeping in mind, and use the ranking as input for your own judgment.
Try it yourself with Claude
I have [number] resumes for a [job title] role. Review them for likely readiness on the job, not for how polished they sound. Rank the candidates using [must-have skills], [years of experience], and [relevant accomplishments] as your guide. Give me a top [number] list with brief evidence for each person and point out any uncertain calls. Before I message, interview, reject, or otherwise act on anyone, stop and wait for my approval. Then suggest [number] follow-up questions I can use to verify the strongest candidates.
Fill in the [brackets]. Agents can make mistakes, so review anything before it is sent, paid or deleted.
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