A few days ago, I developed an AI-driven tool to enhance my hiring process. It features:
- PDF text extraction (OCR, Computer Vision)
- NLP-based resume and job description matching
- Match percentage and compatibility analysis
- Candidate feedback generation
- Red flag detection and portfolio analysis (I check for 404 errors)
- Candidate ranking with emojis and titles
Leveraging OpenAI's GPT and Anthropic's Claude (added OpenAI support recently), it automates screening and delivers actionable insights. After evaluating 100 resumes, I've identified a strong candidate.
I get the irony, this might seem a bit unfair, but it’s also a showcase of how these smart HR systems operate—black boxes by nature. I’m looking for feedback on how well it matches candidates (and weeds out spam) and would love any suggestions for additional features. What are your thoughts on AI’s role in recruitment?
It's an arms race. AI creates the resumes, AI vets the resumes. Machines fail to recognize things, people get rejected unfairly. AI optimization on either end of the equation is ruining the chances of the right people finding the right job, and the employer finding the best people. Vicious circle until it implodes.
Hey all,
A few days ago, I developed an AI-driven tool to enhance my hiring process. It features:
- PDF text extraction (OCR, Computer Vision) - NLP-based resume and job description matching - Match percentage and compatibility analysis - Candidate feedback generation - Red flag detection and portfolio analysis (I check for 404 errors) - Candidate ranking with emojis and titles
Leveraging OpenAI's GPT and Anthropic's Claude (added OpenAI support recently), it automates screening and delivers actionable insights. After evaluating 100 resumes, I've identified a strong candidate.
I get the irony, this might seem a bit unfair, but it’s also a showcase of how these smart HR systems operate—black boxes by nature. I’m looking for feedback on how well it matches candidates (and weeds out spam) and would love any suggestions for additional features. What are your thoughts on AI’s role in recruitment?
Development journey: https://x.com/stas_kulesh/status/1838524611513708940
Questions or insights welcome!
That looks promising, thanks for sharing
[flagged]
Yes and no. There's excessive irrelevant spam nowadays: people send resumes for any position.
How so?
It's an arms race. AI creates the resumes, AI vets the resumes. Machines fail to recognize things, people get rejected unfairly. AI optimization on either end of the equation is ruining the chances of the right people finding the right job, and the employer finding the best people. Vicious circle until it implodes.
https://www.fastcompany.com/90673877/harvard-researchers-rev...