diff --git a/blog/2024-07-12-airflow-alternatives/index.mdx b/blog/2024-07-12-airflow-alternatives/index.mdx
index ca723b49..5d168964 100644
--- a/blog/2024-07-12-airflow-alternatives/index.mdx
+++ b/blog/2024-07-12-airflow-alternatives/index.mdx
@@ -83,8 +83,8 @@ In terms of performance, Prefect is the second slowest job orchestrator we have
 
 To learn more about Prefect, you can check out our [comparison between Prefect and Windmill](/docs/compared_to/prefect).
 
-![Prefect Flow runs](https://docs.prefect.io/2.10.12/img/ui/flow-run-page.png "Prefect Flow runs")
-> Prefect Flow runs ([source](https://docs.prefect.io/2.10.12/img/ui/flow-run-page.png))
+![Prefect Flow runs](https://orion-docs.prefect.io/2.6/img/tutorials/first-steps-ui.png "Prefect Flow runs")
+> Prefect Flow runs ([source](https://orion-docs.prefect.io/2.6/img/tutorials/first-steps-ui.png))
 
 ### Dagster
 
@@ -151,6 +151,8 @@ These editors can be mixed together in Windmill, as scripts created in the Scrip
     <UseCasesSvg className="scaled-svg" style={{ width: '90%', height: '90%' }} />
 </div>
 
+<br/>
+
 > Click on each item to learn more.
 
 <br/>
@@ -173,8 +175,8 @@ Mage focuses on simplicity with a pretty and intuitive UI, and on speed with rea
 
 Mage will be a suitable tool for data scientists and data engineers who prioritize ease of use to focus on managing data pipelines.
 
-![Mage AI analytics](https://www.mage.ai/images/pages/home/screenshots/v5/Preview.png "Mage AI analytics")
-> Mage AI analytics ([source](https://www.mage.ai/images/pages/home/screenshots/v5/Preview.png))
+![Mage AI analytics](https://miro.medium.com/v2/resize:fit:1400/0*IzjjDLJEdO4O_5W0 "Mage AI analytics")
+> Mage AI analytics ([source](https://miro.medium.com/v2/resize:fit:1400/0*IzjjDLJEdO4O_5W0))
 
 ### Kestra
 
diff --git a/docs/compared_to/kestra.mdx b/docs/compared_to/kestra.mdx
index bd48e161..199491e9 100644
--- a/docs/compared_to/kestra.mdx
+++ b/docs/compared_to/kestra.mdx
@@ -1,7 +1,7 @@
 import DocCard from '@site/src/components/DocCard';
 import TaskDurationBarChart from '@site/src/components/TaskDurationBarChart';
 
-# Kestra compared to Windmill
+# Alternative to Kestra for workflow orchestration
 
 ![Windmill Kestra](../assets/compared_to/windmill_kestra.png 'Windmill Kestra')
 
diff --git a/docs/compared_to/prefect.mdx b/docs/compared_to/prefect.mdx
index 74770ed2..871ab3fa 100644
--- a/docs/compared_to/prefect.mdx
+++ b/docs/compared_to/prefect.mdx
@@ -8,16 +8,16 @@ import TaskDurationBarChart from '@site/src/components/TaskDurationBarChart';
 Both Windmill and Prefect support writing complex workflows and ETL with code and run them at scale.
 We highlight below the main differences between the 2 on the following axis:
 
-- [Open Source and Hosting](#open-source-and-hosting)
-- [Workflows and Code](#workflows-and-code)
+- [Open source and hosting](#open-source-and-hosting)
+- [Workflows and code](#workflows-and-code)
 - [Triggers](#triggers)
-- [Execution Runtime and Coldstarts](#execution-runtime-and-coldstarts)
+- [Execution runtime and coldstarts](#execution-runtime-and-coldstarts)
   - [Benchmark #1](#benchmark-1)
   - [Benchmark #2](#benchmark-2)
-- [Observability and Monitoring](#observability-and-monitoring)
+- [Observability and monitoring](#observability-and-monitoring)
 - [Windmill AI](#windmill-ai)
 - [Pricing](#pricing)
-- [Scripts and Apps](#scripts-and-apps)
+- [Scripts and apps](#scripts-and-apps)
 
 <a href="https://www.prefect.io/" rel="nofollow"> Prefect </a> is a data workflow management system, designed to help teams build, run, and monitor data workflows. It provides tools for orchestrating data pipelines, managing their execution, and ensuring data integrity.