From ca53f3e16456695021c3bf01ffeac52e63f38d5f Mon Sep 17 00:00:00 2001 From: Ray Date: Wed, 20 Aug 2025 02:43:25 +0800 Subject: [PATCH] Update README.md --- README.md | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 47109c0..d7c1fef 100644 --- a/README.md +++ b/README.md @@ -11,13 +11,12 @@ Are you frustrated with vector database retrieval accuracy for long professional 🧠 **[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, which simulates how **human experts** navigate and extract knowledge from long documents. -**[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. - -Try [Reasoning-based RAG with PageIndex](https://pageindex.ai). Say goodbye to "vibe retrieval" 👋 -- No *Vector DB* required -- No *Chunking* required -- No *Top-K selection* required +**[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. +Try [Reasoning-based RAG with PageIndex](https://pageindex.ai). No vector DB required. Say goodbye to *"vibe retrieval"* 👋 +- No *Vector DB*, No *Chunking*, No *Top-K selection* +- Higher Accuracy, Better Transparency, Human-like Retrieval + #### 🚀 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)*