diff --git a/README.md b/README.md
index 29276d86..6b5a583a 100644
--- a/README.md
+++ b/README.md
@@ -2,8 +2,8 @@
 
 <div align="center">
 
-<img src="./pics/logo-dark.png#gh-dark-mode-only" width="250"/>
-<img src="./pics/logo-light.png#gh-light-mode-only" width="250"/>
+<img src="./pics/logo-dark.png#gh-dark-mode-only" width="330"/>
+<img src="./pics/logo-light.png#gh-light-mode-only" width="330"/>
 
 </div>
 
@@ -14,9 +14,9 @@
 
 CodiumAI `PR-Agent` is an open-source tool aiming to help developers review PRs faster and more efficiently. It automatically analyzes the PR and can provide several types of feedback:
 
-**Auto-Description**: Automatically generating PR description - name, type, summary, and code walkthrough.
+**Auto-Description**: Automatically generating PR description - title, type, summary, code walkthrough and PR labels.
 \
-**PR Review**: Feedback about the PR main theme, type, relevant tests, security issues, focused PR, and various suggestions for the PR content.
+**PR Review**: Adjustable feedback about the PR main theme, type, relevant tests, security issues, focus, score, and various suggestions for the PR content.
 \
 **Question Answering**: Answering free-text questions about the PR.
 \
@@ -128,7 +128,7 @@ There are several ways to use PR-Agent:
 - The "PR Q&A" tool answers free-text questions about the PR.
 - The "PR Description" tool automatically sets the PR Title and body.
 - The "PR Code Suggestion" tool provide inline code suggestions for the PR that can be applied and committed.
-- The "PR Reflect and Review" tool first initiates a dialog with the user and asks them to reflect on the PR, and then provides a review.
+- The "PR Reflect and Review" tool initiates a dialog with the user, asks them to reflect on the PR, and then provides a more focused review.
 
 ## How it works
 
@@ -138,9 +138,9 @@ Check out the [PR Compression strategy](./PR_COMPRESSION.md) page for more detai
 
 ## Roadmap
 
-- [ ] Support open-source models, as a replacement for openai models. (Note - a minimal requirement for each open-source model is to have 8k+ context, and good support for generating json as an output)
+- [ ] Support open-source models, as a replacement for OpenAI models. (Note - a minimal requirement for each open-source model is to have 8k+ context, and good support for generating JSON as an output)
 - [x] Support other Git providers, such as Gitlab and Bitbucket.
-- [ ] Develop additional logics for handling large PRs, and compressing git patches
+- [ ] Develop additional logic for handling large PRs, and compressing git patches
 - [ ] Add additional context to the prompt. For example, repo (or relevant files) summarization, with tools such a [ctags](https://github.com/universal-ctags/ctags)
 - [ ] Adding more tools. Possible directions:
   - [x] PR description