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
