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# ⭐ Introduction to PageIndex
# 📄 Introduction to PageIndex
Are you frustrated with vector database retrieval accuracy for long professional documents? Traditional vector-based RAG relies on semantic *similarity* rather than true *relevance*. But **similarity ≠ relevance** — what we truly need in retrieval is **relevance**, and that requires **reasoning**. When working with professional documents that demand domain expertise and multi-step reasoning, similarity search often falls short.
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Refer to the [API Documentation](https://docs.pageindex.ai/quickstart) for integration details and options.
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# ⭐ Support us
Leave a star if you like our project, Thank you!
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© 2025 [Vectify AI](https://vectify.ai)