diff --git a/README.md b/README.md
index 1b77ebc..962befc 100644
--- a/README.md
+++ b/README.md
@@ -11,11 +11,11 @@ Healthcare Agent Orchestrator is a code sample to help you build an agent inte
 - Demonstrates the use of the Healthcare Agent Orchestrator for solving complex tasks.
 - Facilitates modular and scalable agent-based solutions for diverse healthcare needs.
 - Provides tools for creating and managing specialized agents for specific tasks.
-- Showcases the application of multi-model AI in healthcare scenarios.
+- Showcases the application of multimodal AI in healthcare scenarios.
 - Supports adding your own data for agents to process and analyze.
 - Integrates with Copilot Studio through Microsoft Cloud for Healthcare.
 - Enables integration with Microsoft Teams for collaborative workflows.
-- Highlights interoperability with Azure services and AI models such as [CxrReportGen](https://ai.azure.com/explore/models/CxrReportGen/version/7/registry/azureml).
+- Highlights interoperability with Azure services and specalized healthcare AI models such as [CXRReportGen](https://aka.ms/cxrreportgenmodelcard).
 
 ## Solution Architecture
 ![Solution Architecture](media/architecture.png)
@@ -207,16 +207,10 @@ azd down --purge
 
 This command will permanently delete all Azure resources created during deployment, including resource groups, managed identities, storage accounts, endpoints, and other associated services.
 
-## See Also
-- [Healthcare Model Studio](https://aka.ms/healthcaremodelstudio) - AI Foundry Healthcare Model Catalog.
-- [CXRReportGen Model Card](https://aka.ms/cxrreportgenmodelcard) - Model card for CXRReportGen, a chest X-ray report generation model.
-- [MedImageParse Model Card](https://aka.ms/medimageparsemodelcard) - Model card for MedImageParse a model for medical image segmentation.
-- [MedImageInsight Model Card](https://aka.ms/mi2modelcard) - Model card for MedImageInsight, an image and test embedding foundation model.
-- [Healthcare AI Code Examples](https://github.com/microsoft/healthcareai-examples) - A collection of code samples, templates of use cases for healthcare foundation models, providing practical examples for medical imaging and other healthcare AI applications.
 
-## Resources
+## Guidance
 
-### Features Documentation
+### Documentation for Healthcare Agent Orchestrator 
 
 - [User Guide](./docs/user_guide.md) and [Documentation Index](docs/README.md)
 - [Agent Development Guide](./docs/agent_development.md) for building modular solutions
@@ -227,17 +221,24 @@ This command will permanently delete all Azure resources created during deployme
 - [Teams Integration Guide](./docs/teams.md)
 
 
-### External Documentation
+### Healthcare AI Model Documentation
+- [Healthcare Model Studio](https://aka.ms/healthcaremodelstudio) - AI Foundry Healthcare Model Catalog.
+- [Foundation Models for Healthcare AI](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/healthcare-ai/healthcare-ai-models) - Documentation for healthcare foundation models
+- [CXRReportGen Model Card](https://aka.ms/cxrreportgenmodelcard) - Model card for CXRReportGen, a chest X-ray report generation model.
+- [MedImageParse Model Card](https://aka.ms/medimageparsemodelcard) - Model card for MedImageParse a model for medical image segmentation.
+- [MedImageInsight Model Card](https://aka.ms/mi2modelcard) - Model card for MedImageInsight, an image and text embedding foundation model.
+- [Healthcare AI Code Examples](https://github.com/microsoft/healthcareai-examples) - A collection of code samples, templates of use cases for healthcare foundation models, providing practical examples for medical imaging and other healthcare AI applications.
+
+### Additional Documentation
 
 - [Getting started with Azure OpenAI Assistants (Preview)](https://learn.microsoft.com/en-us/azure/ai-services/openai/how-to/assistant)
 - [Azure OpenAI Service](https://learn.microsoft.com/azure/ai-services/openai/overview)
 - [Generative AI For Beginners](https://github.com/microsoft/generative-ai-for-beginners)
-- [Foundation models for healthcare AI](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/healthcare-ai/healthcare-ai-models)
 - [Introduction to Semantic Kernel](https://learn.microsoft.com/en-us/semantic-kernel/overview/)
 - [What is the Bot Framework SDK?
 ](https://learn.microsoft.com/en-us/azure/bot-service/bot-service-overview?view=azure-bot-service-4.0)
 
-## Guidance
+### Documentation For Azure Resources Deployed
 
 Running through the installation will deploy:
 - 1 [Azure AI Online endpoints](https://learn.microsoft.com/en-us/azure/machine-learning/concept-endpoints-online?view=azureml-api-2)