from Hacker News

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

by earonesty on 5/10/25, 2:36 AM with 1 comments

by earonesty on 5/10/25, 2:36 AM
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
```