diff --git a/README.md b/README.md index efa80984b..17c514a13 100644 --- a/README.md +++ b/README.md @@ -28,7 +28,7 @@

-> Wren AI is an **open-source SQL AI Agent** that empowers data, product, and business teams to quickly access insights through an intuitive UI, integrating seamlessly with tools like Excel and Google Sheets. +> Wren AI is an **open-source SQL AI Agent** that empowers data, product, and business teams to access insights through chat, built-in well designed intuitive UI and UX, integrating seamlessly with tools like Excel and Google Sheets.

@@ -38,27 +38,23 @@ https://github.com/user-attachments/assets/737bbf1f-f9f0-483b-afb3-2c622c9b91ba -👉 [Try with your data on Wren AI Cloud](https://getwren.ai/?utm_source=github&utm_medium=content&utm_campaign=readme) - -👉 [Install in your local environment](https://docs.getwren.ai/oss/installation/?utm_source=github&utm_medium=content&utm_campaign=readme) +👉 Try with your data on [Wren AI Cloud](https://getwren.ai/?utm_source=github&utm_medium=content&utm_campaign=readme) or [Install in your local environment](https://docs.getwren.ai/oss/installation/?utm_source=github&utm_medium=content&utm_campaign=readme) ## 🎯 Our Vision & Mission Wren AI’s mission is to democratize data by bringing AI agents with SQL ability to any data source. -🤩 [About our Vision](https://www.getwren.ai/post/the-new-wave-of-composable-data-systems-and-the-interface-to-llm-agents/?utm_source=github&utm_medium=content&utm_campaign=readme) +🤩 [Learn more about Wren AI and our Mission](https://docs.getwren.ai/oss/overview/introduction/?utm_source=github&utm_medium=content&utm_campaign=readme) -🙌 [About our Mission](https://www.getwren.ai/post/4-key-technical-challenges-using-rag-with-llms-to-query-database-text-to-sql-and-how-to-solve-it/?utm_source=github&utm_medium=content&utm_campaign=readme) - -## 🤖 A User-Centric, End-to-End Open-source SQL AI Agent +## 🤖 A User-Centric, End-to-End Open-source SQL AI Agent - Text-to-SQL Total Solution ### 1. Talk to Your Data in Any Language Wren AI speaks [your language](https://docs.getwren.ai/oss/guide/settings/pj_settings#change-project-language?utm_source=github&utm_medium=content&utm_campaign=readme), such as English, German, Spanish, French, Japanese, Korean, Portuguese, Chinese, and more. Unlock valuable insights by asking your business questions to Wren AI. It goes beyond surface-level data analysis to reveal meaningful information and simplifies obtaining answers from lead scoring templates to customer segmentation.

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### 2. Semantic Indexing with a Well-Crafted UI/UX @@ -66,7 +62,7 @@ Wren AI speaks [your language](https://docs.getwren.ai/oss/guide/settings/pj_set > Wren AI has implemented a [semantic engine architecture](https://www.getwren.ai/post/how-we-design-our-semantic-engine-for-llms-the-backbone-of-the-semantic-layer-for-llm-architecture/?utm_source=github&utm_medium=content&utm_campaign=readme) to provide the LLM context of your business; you can easily establish a logical presentation layer on your data schema that helps LLM learn more about your business context.

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### 3. Generate SQL Queries with Context @@ -74,7 +70,7 @@ Wren AI speaks [your language](https://docs.getwren.ai/oss/guide/settings/pj_set > With Wren AI, you can process metadata, schema, terminology, data relationships, and the logic behind calculations and aggregations with [“Modeling Definition Language”](https://docs.getwren.ai/oss/engine/concept/what_is_mdl/?utm_source=github&utm_medium=content&utm_campaign=readme), reducing duplicate coding and simplifying data joins.

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### 4. Get Insights without Writing Code @@ -82,15 +78,15 @@ Wren AI speaks [your language](https://docs.getwren.ai/oss/guide/settings/pj_set > When starting a new conversation in Wren AI, your question is used to find the most relevant tables. From these, LLM generates three relevant questions for the user to choose from. You can also ask follow-up questions to get deeper insights.

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### 5. Easily Export and Visualize Your Data -> Wren AI provides a seamless end-to-end workflow, enabling you to connect your data effortlessly with popular analysis tools such as [Excel](https://docs.getwren.ai/oss/guide/integrations/excel-add-in) and [Google Sheets](https://docs.getwren.ai/oss/guide/integrations/google-add-on). This way, your insights remain accessible, allowing for further analysis using the tools you know best. +> Wren AI provides a seamless end-to-end workflow, enabling you to connect your data effortlessly with popular analysis tools such as [Excel](https://docs.getwren.ai/oss/guide/integrations/excel-add-in/?utm_source=github&utm_medium=content&utm_campaign=readme) and [Google Sheets](https://docs.getwren.ai/oss/guide/integrations/google-add-on/?utm_source=github&utm_medium=content&utm_campaign=readme). This way, your insights remain accessible, allowing for further analysis using the tools you know best.

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## 🤔 Why Wren AI? @@ -105,11 +101,11 @@ We focus on providing an open, secure, and accurate SQL AI Agent for everyone. > Your sensitive information remains protected, with no risk of being trained to public LLMs, giving you secure, personalized insights while maintaining full control of your data. -### 3. Open-Source +### 3. Open-source End-to-end Solution > Deploy Wren AI anywhere you like on your own data, LLM APIs, and environment, it's free. -## 🤖 Wren AI Agentic Architecture +## 🤖 Wren AI Text-to-SQL Agentic Architecture Wren AI consists of three core services: