Merge pull request Azure-Samples#138 from Azure-Samples/vivekchettiar-patch-1

Update README.md

Author: vivekchettiar

Solution_Accelerators/Advanced_RAG/README.md

@@ -30,7 +30,10 @@ A custom RAG application can be highly beneficial when dealing with large financ
 
 - Enhanced Query Capabilities: Financial professionals may need to ask complex queries that involve conditional logic, comparisons over time, or aggregations across different data dimensions. A custom solution can support advanced querying capabilities, natural language understanding tailored to financial contexts, and more accurate interpretation of user intent.
 
-To showcase the solution’s capabilities, a pre-recorded voiceover demonstrates its functionality, ranging from simple queries to complex multimodal interactions. Watch the [Demo Video](docs/media/Advanced_RAG_Techniques_Demo.mp4) and follow along with the [Demo Script](docs/demo_script/Analyzing%20Microsoft%20Financial%20Performance%20Demo%20Script.docx).
+To showcase the solution’s capabilities, a pre-recorded voiceover demonstrates its functionality, ranging from simple queries to complex multimodal interactions. Watch the Demo Video below and follow along with the [Demo Script](docs/demo_script/Analyzing%20Microsoft%20Financial%20Performance%20Demo%20Script.docx).
+
+https://github.com/user-attachments/assets/dbf2e27c-ca98-4eca-886a-9c5ce60b7950
+
 
 ## Features
 The repository includes a complete end-to-end solution, comprising:
@@ -87,4 +90,4 @@ This dataset is released under the Community Data License Agreement – Permissi
 
 ## License
 
-This project is licensed under the MIT License. See the [LICENSE](./LICENSE) file for details.
+This project is licensed under the MIT License. See the [LICENSE](./LICENSE) file for details.

Solution_Accelerators/Retail/README.md

@@ -1,6 +1,6 @@
-# Copilot for eCommerce
+# Copilot for E-commerce
 
-This sample highlights an approach to building a copilot for eCommerce, bringing in a multimodal experience to enable a personal concierge-like experience for shoppers. It combines the power of [Azure OpenAI Service](https://azure.microsoft.com/en-us/products/ai-services/openai-service/) and [Azure AI Search](https://azure.microsoft.com/en-us/products/ai-services/ai-search/) for indexing and retrieving multimodal content. The solution not only helps users find and recommend products based on their shopping needs but also leverages the power of multimodality. Whether they are preparing for an event, looking for matching styles, or even using an image to find the perfect match, the copilot has them covered.
+This sample highlights an approach to building a copilot for E-commerce, bringing in a multimodal experience to enable a personal concierge-like experience for shoppers. It combines the power of [Azure OpenAI Service](https://azure.microsoft.com/en-us/products/ai-services/openai-service/) and [Azure AI Search](https://azure.microsoft.com/en-us/products/ai-services/ai-search/) for indexing and retrieving multimodal content. The solution not only helps users find and recommend products based on their shopping needs but also leverages the power of multimodality. Whether they are preparing for an event, looking for matching styles, or even using an image to find the perfect match, the copilot has them covered.
 
 ## Table of Contents
 
@@ -75,4 +75,4 @@ This dataset is released under the Community Data License Agreement – Permissi
 
 ## License
 
-This project is licensed under the MIT License. See the [LICENSE](./LICENSE) file for details.
+This project is licensed under the MIT License. See the [LICENSE](./LICENSE) file for details.

Solution_Accelerators/Retail/src/skills/ingestion/README_RETAIL.md

@@ -137,7 +137,7 @@ Here is an example of how to invoke [ingestion service](../../../docs/services/i
 3. Update the solution code:
 If your product catalog is in a different domain, you also want to consider updating the prompts used by the [recommender](../recommender/src/prompts_config.yaml) and [image describer](../image_describer/src/static/prompts_config.yaml) skills to match your domain.
 
-4. If there are changes in the fields, then update the [search index template](../Search/src/components/templates/retail.config.json) that the search skil is using to match the updated search index
+4. If there are changes in the fields, then update the [search index template](../search/src/components/templates/retail.config.json) that the search skil is using to match the updated search index
 
 5. Update the data models used by the Search Skill. They can be found [here](../../common/contracts/skills/search/api_models.py).