Resurface
Score any resume against any job, with quoted evidence
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Resurface - Score any resume against any job, with quoted evidence

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An API for recruiting tools. Send a job description and a resume (PDF, DOCX, HTML or TXT); get a 0–100 score, a verdict for each screening question and the exact resume line behind it. An LLM writes the questions once; a classification model (TypeSafe Jev) answers them for every resume, 8× faster than an LLM, with every quote copied from the resume. Try it in the browser, no code. 50 free scores (100 for Hunters). Open source on GitHub.

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Hi Product Hunt 👋

Most companies have tens of thousands of resumes in their ATS that nobody searches again. I wanted to rescore them for every new role, fast, and without trusting summaries a model wrote.

Resurface splits the work in two:
1. An LLM reads the job description once and writes 6–8 atomic screening questions.
2. A classification model (TypeSafe Jev) answers them for every resume and selects the line that proves each answer. The evidence is a quote from the resume, never generated text.

In my benchmark against Claude Sonnet 5.5 (20 resumes × 5 questions) it was 8× faster per resume, with 99% of verdicts the same. The script is in the repo, so you can check the numbers.

• Try it without code: sign up and open "Try it" in the dashboard. Sample resumes are ready.
• Hunters get 100 free scores instead of 50 this week.
• API for PDF, DOCX, HTML or TXT, then packs from $10 per 100 scores.
• Open source with 100 fictional resumes:

Next: ATS integrations (Greenhouse, Ashby, JobAdder). Which one would you connect first?