Addressing feedback

Signed-off-by: Victoria Godsoe <[email protected]>

README.md

@@ -20,7 +20,6 @@ DigestAI
 
 <div align="left">
 
-DigestAI is a model analysis tool that extracts insights, enables optimization, and supports direct modifications, making your workflow efficient and effective
 
 ## Table of Contents
 - [Key Features](#key-features)
@@ -43,7 +42,17 @@ DigestAI is a model analysis tool that extracts insights, enables optimization,
 
 # Key Features
 
-<< FIND THEM OUT FROM PHIL>>
+- Single Model Analysis:
+  - Analyze individual models to extract parameters, FLOPs, protobuf metadata, histograms, model similarity, and IO tensors.
+  - Freeze dynamic input shapes to ensure consistent calculations and analysis.
+- Multi-Model Analysis:
+  - Compare high-level statistics of multiple models side by side.
+  - Batch process single model reports for efficient analysis.
+- Reporting and Export:
+  - Save all extracted statistics into comprehensive reports and CSV files for easy sharing and collaboration.
+  - Open and view shared reports directly within the GUI for seamless integration.
+
+For more insights on Digest AI, see our announcement blog [here](https://www.amd.com/en/developer/resources/technical-articles/digest-ai-model-ingestion-and-analysis-tool.html).
 
 
 # Getting Started
@@ -81,7 +90,7 @@ DigestAI is a model analysis tool that extracts insights, enables optimization,
 
 # Digest AI User Guide
 
-![Digest AI](img\digest.gif)
+<img src="https://github.com/onnx/digestai/blob/main/img/digest.gif" width="800" alt="Digest AI Demo"/>
 
 ### Opening and Analyzing a Model
 
@@ -142,6 +151,8 @@ Digest AI includes an API for ingesting, modifying, and analyzing machine learni
 -	Analyzes a single model or multiple models in a directory.
 -	Generates reports on model summary, node lists, node type counts, and node shape counts.
 
+The `analysis.py` script can be found in the `examples/` directory.
+
 ```python
 # Single model
 python analysis.py /path/to/model.onnx /path/to/output/directory
@@ -213,6 +224,10 @@ pip install pytest
 pytest test/test_gui.py
 ```
 
+## Contact
+
+To get in touch, please reach out to us at [[email protected]](mailto:[email protected]).
+
 ## License
 
 This project is licensed under the Apache 2.0 License - see the [LICENSE](LICENSE.txt) file for details.