| What you can build with Qdrant |
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Flow chart showing parse, search, rank, and match process |
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Modernize classic job search |
| Keep existing Boolean/keyword patterns where needed while adding semantic relevance with hybrid search. |
| Apply strict filters alongside semantic search (Vector + Filter) for precise hiring constraints. |
| Maintain performance as data grows and traffic spikes. |
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Resume-based job matching |
| What: users upload a CV and get job recommendations with no manual query input. |
| Why retrieval matters: CVs are messy (titles and skills rarely match cleanly) so semantic similarity improves match quality and diversity while filters keep results valid. |
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