diff --git a/server/utils/EmbeddingEngines/native/index.js b/server/utils/EmbeddingEngines/native/index.js
index 04333e30..550a14e2 100644
--- a/server/utils/EmbeddingEngines/native/index.js
+++ b/server/utils/EmbeddingEngines/native/index.js
@@ -165,7 +165,7 @@ class NativeEmbedder {
 
       data = JSON.stringify(output.tolist());
       await this.#writeToTempfile(tmpFilePath, data);
-      this.log(`Embedded Chunk ${idx + 1} of ${chunkLen}`);
+      this.log(`Embedded Chunk Group ${idx + 1} of ${chunkLen}`);
       if (chunkLen - 1 !== idx) await this.#writeToTempfile(tmpFilePath, ",");
       if (chunkLen - 1 === idx) await this.#writeToTempfile(tmpFilePath, "]");
       pipeline = null;
diff --git a/server/utils/vectorDbProviders/astra/index.js b/server/utils/vectorDbProviders/astra/index.js
index fe94261a..6e77ccf4 100644
--- a/server/utils/vectorDbProviders/astra/index.js
+++ b/server/utils/vectorDbProviders/astra/index.js
@@ -209,7 +209,7 @@ const AstraDB = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      console.log("Chunks created from document:", textChunks.length);
+      console.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const vectorValues = await EmbedderEngine.embedChunks(textChunks);
diff --git a/server/utils/vectorDbProviders/chroma/index.js b/server/utils/vectorDbProviders/chroma/index.js
index 45295255..4ec2e6d7 100644
--- a/server/utils/vectorDbProviders/chroma/index.js
+++ b/server/utils/vectorDbProviders/chroma/index.js
@@ -255,7 +255,7 @@ const Chroma = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      console.log("Chunks created from document:", textChunks.length);
+      console.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const vectorValues = await EmbedderEngine.embedChunks(textChunks);
diff --git a/server/utils/vectorDbProviders/lance/index.js b/server/utils/vectorDbProviders/lance/index.js
index c0e387f3..572a2615 100644
--- a/server/utils/vectorDbProviders/lance/index.js
+++ b/server/utils/vectorDbProviders/lance/index.js
@@ -331,7 +331,7 @@ const LanceDb = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      console.log("Chunks created from document:", textChunks.length);
+      console.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const submissions = [];
diff --git a/server/utils/vectorDbProviders/milvus/index.js b/server/utils/vectorDbProviders/milvus/index.js
index 4495a7f1..1a7ab2e4 100644
--- a/server/utils/vectorDbProviders/milvus/index.js
+++ b/server/utils/vectorDbProviders/milvus/index.js
@@ -207,7 +207,7 @@ const Milvus = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      console.log("Chunks created from document:", textChunks.length);
+      console.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const vectorValues = await EmbedderEngine.embedChunks(textChunks);
diff --git a/server/utils/vectorDbProviders/pgvector/index.js b/server/utils/vectorDbProviders/pgvector/index.js
index 370eb950..740a1f85 100644
--- a/server/utils/vectorDbProviders/pgvector/index.js
+++ b/server/utils/vectorDbProviders/pgvector/index.js
@@ -539,7 +539,7 @@ const PGVector = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      this.log("Chunks created from document:", textChunks.length);
+      this.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const submissions = [];
diff --git a/server/utils/vectorDbProviders/pinecone/index.js b/server/utils/vectorDbProviders/pinecone/index.js
index fe7653ee..55e3f0bc 100644
--- a/server/utils/vectorDbProviders/pinecone/index.js
+++ b/server/utils/vectorDbProviders/pinecone/index.js
@@ -153,7 +153,7 @@ const PineconeDB = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      console.log("Chunks created from document:", textChunks.length);
+      console.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const vectorValues = await EmbedderEngine.embedChunks(textChunks);
diff --git a/server/utils/vectorDbProviders/qdrant/index.js b/server/utils/vectorDbProviders/qdrant/index.js
index e63e9706..e8eee072 100644
--- a/server/utils/vectorDbProviders/qdrant/index.js
+++ b/server/utils/vectorDbProviders/qdrant/index.js
@@ -225,7 +225,7 @@ const QDrant = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      console.log("Chunks created from document:", textChunks.length);
+      console.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const vectorValues = await EmbedderEngine.embedChunks(textChunks);
diff --git a/server/utils/vectorDbProviders/weaviate/index.js b/server/utils/vectorDbProviders/weaviate/index.js
index 30a9cd6a..bb0111e7 100644
--- a/server/utils/vectorDbProviders/weaviate/index.js
+++ b/server/utils/vectorDbProviders/weaviate/index.js
@@ -266,7 +266,7 @@ const Weaviate = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      console.log("Chunks created from document:", textChunks.length);
+      console.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const vectorValues = await EmbedderEngine.embedChunks(textChunks);
diff --git a/server/utils/vectorDbProviders/zilliz/index.js b/server/utils/vectorDbProviders/zilliz/index.js
index f4ba7594..c882a857 100644
--- a/server/utils/vectorDbProviders/zilliz/index.js
+++ b/server/utils/vectorDbProviders/zilliz/index.js
@@ -200,7 +200,7 @@ const Zilliz = {
       });
       const textChunks = await textSplitter.splitText(pageContent);
 
-      console.log("Chunks created from document:", textChunks.length);
+      console.log("Snippets created from document:", textChunks.length);
       const documentVectors = [];
       const vectors = [];
       const vectorValues = await EmbedderEngine.embedChunks(textChunks);