diff --git a/pages/research/rag.en.mdx b/pages/research/rag.en.mdx
index ae896ab..de16184 100644
--- a/pages/research/rag.en.mdx
+++ b/pages/research/rag.en.mdx
@@ -166,10 +166,10 @@ Some popular comprehensive tools to build RAG systems include [LangChain](https:
 
 ## Conclusion
 
-In conclusion, RAG systems have evolved rapidly including the development of more advanced paradigms that enable customization and further the performance and utility of RAG across a wide range of domains. There is a huge demand for RAG applications, which has accelerated the development of methods to improve the different components of a RAG system. From hybrid methodologies to self-retrieval, these are some of the currently explored research areas of modern RAG models. There is also increasing demand for better evaluation tools and metrics. The figure above provides a recap of the RAG ecosystem, techniques to enhance RAG, challenges, and other related aspects covered in this overview:
+In conclusion, RAG systems have evolved rapidly including the development of more advanced paradigms that enable customization and further the performance and utility of RAG across a wide range of domains. There is a huge demand for RAG applications, which has accelerated the development of methods to improve the different components of a RAG system. From hybrid methodologies to self-retrieval, these are some of the currently explored research areas of modern RAG models. There is also increasing demand for better evaluation tools and metrics. The figure below provides a recap of the RAG ecosystem, techniques to enhance RAG, challenges, and other related aspects covered in this overview:
 
 
-!["RAG Ecosystem"](../../img/rag/rag-metrics.png)
+!["RAG Ecosystem"](../../img/rag/rag-ecosystem.png)
 
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