diff --git a/generator/konfig-docs/blog/2023/11/06-roi.mdx b/generator/konfig-docs/blog/2023/11/06-roi.mdx
index 0b6d46d433..928cbd8ee2 100644
--- a/generator/konfig-docs/blog/2023/11/06-roi.mdx
+++ b/generator/konfig-docs/blog/2023/11/06-roi.mdx
@@ -42,8 +42,10 @@ article, we will outline these crucial advantages.
 
 ## Key Advantages
 
-Konfig offers **3 key advantages** over the [most popular open source library
-for generating SDKs from OpenAPI](https://openapi-generator.tech/).
+Konfig offers **3 key advantages** over the two most popular open source
+libraries for generating SDKs from
+OpenAPI:[openapi-generator](https://openapi-generator.tech/) and [Swagger
+Codegen](https://swagger.io/tools/swagger-codegen/).
 
 ### Linting
 
@@ -219,8 +221,8 @@ time engineers or roughly a $200k+ per year annual cost saving.
 From a revenue generation perspective, easier onboarding with SDKs in all major
 languages means more customers can evaluate your product and if they buy, they
 can integrate your API and start paying you faster. While the exact dollar
-amount of revenue gained by using Konfig depends on your contract size, our case
-study with SnapTrade shows how they were able to double the number of prospects
+amount of revenue gained by using Konfig depends on your contract size, our [case
+study with SnapTrade](/blog/case-study-snaptrade) shows how they were able to double the number of prospects
 evaluating their product, increase customer conversion of those prospects, and
 significantly reduce onboarding time by using Konfig.