diff --git a/README.md b/README.md
index e4f802a7..195487bb 100644
--- a/README.md
+++ b/README.md
@@ -11,8 +11,8 @@
 </p>
 <p align="center">
   <a href="https://join.slack.com/t/prowler-workspace/shared_invite/zt-1hix76xsl-2uq222JIXrC7Q8It~9ZNog"><img alt="Slack Shield" src="https://img.shields.io/badge/slack-prowler-brightgreen.svg?logo=slack"></a>
-  <a href="https://pypi.org/project/prowler-cloud/"><img alt="Python Version" src="https://img.shields.io/pypi/v/prowler.svg"></a>
-  <a href="https://pypi.python.org/pypi/prowler-cloud/"><img alt="Python Version" src="https://img.shields.io/pypi/pyversions/prowler.svg"></a>
+  <a href="https://pypi.org/project/prowler/"><img alt="Python Version" src="https://img.shields.io/pypi/v/prowler.svg"></a>
+  <a href="https://pypi.python.org/pypi/prowler/"><img alt="Python Version" src="https://img.shields.io/pypi/pyversions/prowler.svg"></a>
   <a href="https://pypistats.org/packages/prowler"><img alt="PyPI Prowler Downloads" src="https://img.shields.io/pypi/dw/prowler.svg?label=prowler%20downloads"></a>
   <a href="https://pypistats.org/packages/prowler-cloud"><img alt="PyPI Prowler-Cloud Downloads" src="https://img.shields.io/pypi/dw/prowler-cloud.svg?label=prowler-cloud%20downloads"></a>
   <a href="https://hub.docker.com/r/toniblyx/prowler"><img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/toniblyx/prowler"></a>
@@ -84,7 +84,7 @@ python prowler.py -v
 
 You can run Prowler from your workstation, an EC2 instance, Fargate or any other container, Codebuild, CloudShell and Cloud9.
 
-![Architecture](https://github.com/prowler-cloud/prowler/blob/62c1ce73bbcdd6b9e5ba03dfcae26dfd165defd9/docs/img/architecture.png?raw=True)
+![Architecture](https://github.com/prowler-cloud/prowler/assets/38561120/080261d9-773d-4af1-af79-217a273e3176)
 
 # 📝 Requirements