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@@ -12,6 +12,8 @@ Are you frustrated with vector database retrieval accuracy for long professional
 
 **[PageIndex](https://vectify.ai/pageindex)** is a *document indexing system* that builds *search tree structures* from long documents, making them ready for reasoning-based RAG. 
 
+It powered a reasoning-based RAG system that achieved **98.7% accuracy** on [FinanceBench](https://vectify.ai/blog/Mafin2.5), setting a new standard for financial document retrieval.
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 You can self-host it with this open-source repo, or try our ☁️ [Cloud service](https://pageindex.vectify.ai/) — no setup required, with advanced features like OCR for complex PDFs.
 
 Built by <a href="https://vectify.ai" target="_blank">Vectify AI</a>&nbsp;&nbsp;