From f7c15450662d04719451978c49b586a5216b003f Mon Sep 17 00:00:00 2001 From: Ray Date: Wed, 20 Aug 2025 01:39:22 +0800 Subject: [PATCH] Update README.md --- README.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index d044d39..82add6a 100644 --- a/README.md +++ b/README.md @@ -5,15 +5,17 @@ -# 📄 PageIndex +# [📄 PageIndex](https://pageindex.ai) 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. -🧠 **Reasoning-based RAG** offers a better alternative: enabling LLMs to *think* and *reason* their way to the most relevant document sections. Inspired by AlphaGo, we use *tree search* to perform structured document retrieval. +🧠 **[Reasoning-based RAG](https://pageindex.ai)** offers a better alternative: enabling LLMs to *think* and *reason* their way to the most relevant document sections. Inspired by AlphaGo, we use *tree search* to perform structured document retrieval. **[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 has been used to develop a RAG system that achieved 98.7% accuracy on [FinanceBench](https://vectify.ai/blog/Mafin2.5), demonstrating state-of-the-art performance in document analysis. -Self-host it with this open-source repo, or try our ☁️ [Cloud service](https://dash.pageindex.ai/) - no setup required. +#### 🚀 Deployment Options +- 🛠️ Self-host: run it yourself from this open-source repo +- **[☁️ Cloud service](https://dash.pageindex.ai/)**: try instantly with our [🖥️ Dashboard](https://dash.pageindex.ai/) or [🔌 API](https://docs.vectify.ai/quickstart) *(no setup required)* ---