diff --git a/README.md b/README.md
index b2c6a731..d8f2e5bc 100644
--- a/README.md
+++ b/README.md
@@ -2,13 +2,17 @@
 
 ## Open Source & Open Telemetry(OTEL) Observability for LLM applications
 
-![Static Badge](https://img.shields.io/badge/License-AGPL--3.0-blue) ![Static Badge](https://img.shields.io/badge/npm_@langtrase/typescript--sdk-1.2.9-green) ![Static Badge](https://img.shields.io/badge/pip_langtrace--python--sdk-1.2.8-green) ![Static Badge](https://img.shields.io/badge/Development_status-Active-green)
+![Static Badge](https://img.shields.io/badge/License-AGPL--3.0-blue)
+![NPM Version](https://img.shields.io/npm/v/%40langtrase%2Ftypescript-sdk?style=flat&logo=npm&label=%40langtrase%2Ftypescript-sdk&color=green&link=https%3A%2F%2Fgithub.com%2FScale3-Labs%2Flangtrace-typescript-sdk)
+![PyPI - Version](https://img.shields.io/pypi/v/langtrace-python-sdk?style=flat&logo=python&label=langtrace-python-sdk&color=green&link=https%3A%2F%2Fgithub.com%2FScale3-Labs%2Flangtrace-python-sdk)
+![Static Badge](https://img.shields.io/badge/Development_status-Active-green)
+[![Deploy on Railway](https://railway.app/button.svg)](https://railway.app/template/yZGbfC?referralCode=MA2S9H)
 
 ---
 
 Langtrace is an open source observability software which lets you capture, debug and analyze traces and metrics from all your applications that leverages LLM APIs, Vector Databases and LLM based Frameworks.
 
-![image](public/eval.png)
+![image](https://github.com/Scale3-Labs/langtrace/assets/105607645/6825158c-39bb-4270-b1f9-446c36c066ee)
 
 ## Open Telemetry Support
 
@@ -72,6 +76,9 @@ To run the Langtrace locally, you have to run three services:
 - Postgres database
 - Clickhouse database
 
+> [!IMPORTANT]
+> Checkout [documentation](https://docs.langtrace.ai/hosting/overview) for various deployment options and configurations.
+
 Requirements:
 
 - Docker
@@ -93,7 +100,7 @@ The application will be available at `http://localhost:3000`.
 > if you wish to build the docker image locally and use it, run the docker compose up command with the `--build` flag.
 
 > [!TIP]
-> to manually pull the docker image from docker hub, run the following command:
+> to manually pull the docker image from [docker hub](https://hub.docker.com/r/scale3labs/langtrace-client/tags), run the following command:
 >
 > ```bash
 > docker pull scale3labs/langtrace-client:latest
@@ -192,6 +199,7 @@ Either you **update the docker compose version** OR **remove the depends_on prop
   If clickhouse server is not starting, it is likely that the port 8123 is already in use. You can change the port in the docker-compose file.
 </details>
 
+<br/>
 Install the langtrace SDK in your application by following the same instructions under the Langtrace Cloud section above for sending traces to your self hosted setup.
 
 ---
@@ -223,6 +231,12 @@ Langtrace automatically captures traces from the following vendors:
 
 ---
 
+## Langtrace System Architecture
+
+![image](https://github.com/Scale3-Labs/langtrace/assets/105607645/eae180dd-ebf7-4792-b076-23f75d3734a8)
+
+---
+
 ## Feature Requests and Issues
 
 - To request for features, head over [here to start a discussion](https://github.com/Scale3-Labs/langtrace/discussions/categories/feature-requests).