Q32 CV Match – Upload resumes and get a ranked shortlist with summaries

Comments (1)

earonesty · 2h ago

Upload a job description and up to 200 PDFs or DOCX files. CV Match returns:

    Embedding + tsvector scored ranking (OpenAI)
    GPT-4.1-mini reranking + 5-bullet summaries
    CSV export

No signup required to try it — free for up to 200 resumes/month. Tested it on batches of 1,000+, and it holds up (worker/scale/queue).

Stack: FastAPI + async workers, GPT-4.1 rerank, pgsql, Fly.io, nltk

Would love feedback on:

    Ranking quality
    UX flow
    Whether $49/mo feels right or not for pro-mode

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Q32 CV Match – Upload resumes and get a ranked shortlist with summaries (cv.q32.com)

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Q32 CV Match – Upload resumes and get a ranked shortlist with summaries

Comments (1)