diff --git a/README.md b/README.md index ff9f02e..1f9b54c 100644 --- a/README.md +++ b/README.md @@ -11,15 +11,15 @@ 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. +**[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 +- No *Vector DB*, No *Chunking*, No *Top-K* selection +- Human-like Retrieval, Higher Accuracy, Better Transparency #### 🚀 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.pageindex.ai/quickstart) *(no setup required)* +- 🛠️ 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.pageindex.ai/quickstart), no setup required --- @@ -131,7 +131,9 @@ To address this, we introduced PageIndex OCR — the first OCR system designed t - Experience next-level OCR quality with PageIndex OCR at our [Dashboard](https://dash.pageindex.ai). - Integrate seamlessly PageIndex OCR into your stack via our [API](https://docs.pageindex.ai/quickstart). -image +

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--- @@ -194,7 +196,7 @@ Reply in the following JSON format: """ ``` - +--- # 📬 Contact Us