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README Updates #4088

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23 changes: 11 additions & 12 deletions README.md
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<strong>[Onyx](https://www.onyx.app/)</strong> (formerly Danswer) is the AI platform connected to your company's docs, apps, and people.
Onyx provides a feature rich Chat interface and plugs into any LLM of your choice.
There are over 40 supported connectors such as Google Drive, Slack, Confluence, Salesforce, etc. which keep knowledge and permissions up to date.
Create custom AI agents with unique prompts, knowledge, and actions the agents can take.
Keep knowledge and access controls sync-ed across over 40 connectors like Google Drive, Slack, Confluence, Salesforce, etc.
Create custom AI agents with unique prompts, knowledge, and actions that the agents can take.
Onyx can be deployed securely anywhere and for any scale - on a laptop, on-premise, or to cloud.


<h3>Feature Showcase</h3>
<h3>Feature Highlights</h3>

**Deep research over your team's knowledge:**

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References [here](https://github.com/onyx-dot-app/onyx/tree/main/deployment).


## 🔍 Other Notable Benefits of Onyx
- Custom deep learning models for indexing and inference time, only through Onyx + learning from user feedback.
- Flexible security features like SSO (OIDC/SAML/OAuth2), RBAC, encryption of credentials, etc.
- Knowledge curation features like document-sets, query history, usage analytics, etc.
- Scalable deployment options tested up to many tens of thousands users and hundreds of millions of documents.


## 🚧 Roadmap
- Extensions to the Chrome Plugin
- Latest methods in information retrieval (StructRAG, LightGraphRAG, etc.)
- New methods in information retrieval (StructRAG, LightGraphRAG, etc.)
- Personalized Search
- Organizational understanding and ability to locate and suggest experts from your team.
- Code Search
- SQL and Structured Query Language


## 🔍 Other Notable Benefits of Onyx
- Custom deep learning models only through Onyx + learn from user feedback.
- Flexible security features like SSO (OIDC/SAML/OAuth2), RBAC, encryption of credentials, etc.
- Knowledge curation features like document-sets, query history, usage analytics, etc.
- Scalable deployment options tested up to many tens of thousands users and hundreds of millions of documents.


## 🔌 Connectors
Keep knowledge and access up to sync across 40+ connectors:

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