AI로 CV Screening 자동화하기

The biggest mistake I see isn't using AI to screen—it's using AI to screen based on bad job descriptions. If your criteria are vague, AI will give you a highly efficient list of mediocre people. We are moving away from the era of 'Keyword Matching' and into 'Semantic Understanding.' AI can now spot that a candidate has the right skills even if they didn't hold the specific job title you expected. It's a massive win for non-traditional candidates. However, be wary of the 'AI Arms Race.' Candidates are now using LLMs to perfectly tailor their CVs to your job post. If you rely on a basic bot, you'll end up hiring the person who is best at prompting AI, not the person best at the job. You need tools that look for 'proof of work' and logical consistency across a career path, not just buzzwords. My advice? Use AI to handle the first 90% of the volume so you can spend real, quality time with the top 10%. Don't just automate the filter; automate the ranking based on a scorecard you've actually thought about. If you don't know what 'good' looks like, no amount of AI will find it for you.