Skip to content
Merged
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
60 changes: 29 additions & 31 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -31,12 +31,24 @@
<a href="https://trendshift.io/repositories/9263" target="_blank"><img src="https://trendshift.io/api/badge/repositories/9263" alt="Canner%2FWrenAI | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
</p>

> Open-source AI Agent that empowers data-driven teams to chat with their data to generate Text-to-SQL, charts, spreadsheets, reports, and BI.
> Open-source GenBI AI Agent that empowers data-driven teams to chat with their data to generate Text-to-SQL, charts, spreadsheets, reports, and BI.

<p align="center">
<img src="./misc/wren_workflow.png">
</p>

## 🕶 Try it yourself!

### GenBI (Generative Business Intelligence)

[Watch GenBI Demo](https://github.com/user-attachments/assets/90ad1d35-bb1e-490b-9676-b29863ff090b)

### Ask any questions

[Watch Demo](https://github.com/user-attachments/assets/e4e78006-0088-4094-b58f-8868689bf787)

👉 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)

## Supported LLM Models

Wren AI supports integration with various Large Language Models (LLMs), including but not limited to:
Expand All @@ -53,21 +65,6 @@ Wren AI supports integration with various Large Language Models (LLMs), includin
> [!CAUTION]
> The performance of Wren AI depends significantly on the capabilities of the LLM you choose. We strongly recommend using the most powerful model available for optimal results. Using less capable models may lead to reduced performance, slower response times, or inaccurate outputs.

## 🕶 Try it yourself!

#### Ask any questions

https://github.com/user-attachments/assets/e4e78006-0088-4094-b58f-8868689bf787

#### GenBI

https://github.com/user-attachments/assets/90ad1d35-bb1e-490b-9676-b29863ff090b



👉 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.
Expand All @@ -84,46 +81,47 @@ Wren AI’s mission is to democratize data by bringing AI agents with SQL abilit
<img src="./misc/wren-lang.png" style="max-width: 700px"/>
</p>

### 2. AI-powered Data Exploration Features
### 2. GenBI Insights

> The GenBI feature empowers users with AI-generated summaries that provide key insights alongside SQL queries, simplifying complex data. Instantly convert query results into AI-generated reports, charts, transforming raw data into clear, actionable visuals. With GenBI, you can make faster, smarter decisions with ease.

<p align="center">
<img src="./misc/wren-genbi.png" alt="Screenshot of Wren AI's GenBI feature showing AI-generated summaries and visualizations" style="max-width: 700px"/>
</p>


### 3. AI-powered Data Exploration Features

> Beyond just retrieving data from your databases, Wren AI now answers exploratory questions like “What data do I have?” or “What are the columns in my customer tables?” Additionally, our AI dynamically generates recommended questions and intelligent follow-up queries tailored to your context, making data exploration smarter, faster, and more intuitive. Empower your team to unlock deeper insights effortlessly with AI.

<p align="center">
<img src="./misc/AI-generated-understanding_recommend_questions.png" style="max-width: 700px"/>
</p>

### 3. Semantic Indexing with a Well-Crafted UI/UX
### 4. Semantic Indexing with a Well-Crafted UI/UX

> 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.

<p align="center">
<img src="./misc/wren-modeling.png" style="max-width: 700px"/>
</p>

### 4. Generate SQL Queries with Context
### 5. Generate SQL Queries with Context

> 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.

<p align="center">
<img src="./misc/wren-context.png" style="max-width: 700px"/>
</p>

### 5. Get Insights without Writing Code
### 6. Get Insights without Writing Code

> When starting a new conversation in Wren AI, your question is used to find the most relevant tables. From these, LLM generates the most relevant question for the user. You can also ask follow-up questions to get deeper insights.

<p align="center">
<img src="./misc/wren-insight.png" style="max-width: 700px"/>
</p>

### 6. GenBI

> The GenBI feature empowers users with AI-generated summaries that provide key insights alongside SQL queries, simplifying complex data. Instantly convert query results into AI-generated reports, charts, transforming raw data into clear, actionable visuals. With GenBI, you can make faster, smarter decisions with ease.

<p align="center">
<img src="./misc/wren-genbi.png" style="max-width: 700px"/>
</p>

### 7. 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/?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.
Expand Down Expand Up @@ -170,12 +168,12 @@ Want to get our latest sharing? [Follow our blog!](https://www.getwren.ai/blog/?

Using Wren AI is super simple, you can set it up within 3 minutes, and start to interact with your data!

- Visit our [Installation Guide of Wren AI](http://docs.getwren.ai/oss/installation).
- Visit the [Usage Guides](https://docs.getwren.ai/oss/guide/connect/overview) to learn more about how to use Wren AI.
- Visit our [Installation Guide of Wren AI](http://docs.getwren.ai/oss/installation?utm_source=github&utm_medium=content&utm_campaign=readme).
- Visit the [Usage Guides](https://docs.getwren.ai/oss/guide/connect/overview?utm_source=github&utm_medium=content&utm_campaign=readme) to learn more about how to use Wren AI.

## 📚 Documentation

Visit [Wren AI documentation](https://docs.getwren.ai/oss/overview/introduction) to view the full documentation.
Visit [Wren AI documentation](https://docs.getwren.ai/oss/overview/introduction?utm_source=github&utm_medium=content&utm_campaign=readme) to view the full documentation.

## 🛠️ Contribution

Expand Down