diff --git a/docs-website/docs/pipeline-components/embedders/fastembeddocumentembedder.mdx b/docs-website/docs/pipeline-components/embedders/fastembeddocumentembedder.mdx
index feadefd8cd..cb3aa4fd00 100644
--- a/docs-website/docs/pipeline-components/embedders/fastembeddocumentembedder.mdx
+++ b/docs-website/docs/pipeline-components/embedders/fastembeddocumentembedder.mdx
@@ -108,7 +108,6 @@ document_list = [
 ]
 
 doc_embedder = FastembedDocumentEmbedder()
-doc_embedder.warm_up()
 
 result = doc_embedder.run(document_list)
 print(result["documents"][0].embedding)
diff --git a/docs-website/docs/pipeline-components/embedders/fastembedsparsedocumentembedder.mdx b/docs-website/docs/pipeline-components/embedders/fastembedsparsedocumentembedder.mdx
index eee2edb516..8e6b6f411d 100644
--- a/docs-website/docs/pipeline-components/embedders/fastembedsparsedocumentembedder.mdx
+++ b/docs-website/docs/pipeline-components/embedders/fastembedsparsedocumentembedder.mdx
@@ -107,7 +107,6 @@ document_list = [
 ]
 
 doc_embedder = FastembedSparseDocumentEmbedder()
-doc_embedder.warm_up()
 
 result = doc_embedder.run(document_list)
 print(result["documents"][0])
diff --git a/docs-website/docs/pipeline-components/embedders/fastembedsparsetextembedder.mdx b/docs-website/docs/pipeline-components/embedders/fastembedsparsetextembedder.mdx
index 899e46fa68..03944cbfe3 100644
--- a/docs-website/docs/pipeline-components/embedders/fastembedsparsetextembedder.mdx
+++ b/docs-website/docs/pipeline-components/embedders/fastembedsparsetextembedder.mdx
@@ -80,7 +80,6 @@ The disk comes and it does not, only Windows.
 Do Not order this if you have a Mac!!"""
 
 text_embedder = FastembedSparseTextEmbedder(model="prithivida/Splade_PP_en_v1")
-text_embedder.warm_up()
 
 sparse_embedding = text_embedder.run(text)["sparse_embedding"]
 ```
@@ -125,7 +124,6 @@ sparse_document_embedder = FastembedSparseDocumentEmbedder(
     model="prithivida/Splade_PP_en_v1",
 )
 
-sparse_document_embedder.warm_up()
 documents_with_sparse_embeddings = sparse_document_embedder.run(documents)["documents"]
 document_store.write_documents(documents_with_sparse_embeddings)
 
diff --git a/docs-website/docs/pipeline-components/embedders/fastembedtextembedder.mdx b/docs-website/docs/pipeline-components/embedders/fastembedtextembedder.mdx
index e7353a4085..b52a3d7861 100644
--- a/docs-website/docs/pipeline-components/embedders/fastembedtextembedder.mdx
+++ b/docs-website/docs/pipeline-components/embedders/fastembedtextembedder.mdx
@@ -91,7 +91,6 @@ text = """It clearly says online this will work on a Mac OS system.
 The disk comes and it does not, only Windows.
 Do Not order this if you have a Mac!!"""
 text_embedder = FastembedTextEmbedder(model="BAAI/bge-small-en-v1.5")
-text_embedder.warm_up()
 embedding = text_embedder.run(text)["embedding"]
 ```
 
@@ -116,7 +115,6 @@ documents = [
 ]
 
 document_embedder = FastembedDocumentEmbedder()
-document_embedder.warm_up()
 documents_with_embeddings = document_embedder.run(documents)["documents"]
 document_store.write_documents(documents_with_embeddings)
 
diff --git a/docs-website/docs/pipeline-components/rankers/fastembedranker.mdx b/docs-website/docs/pipeline-components/rankers/fastembedranker.mdx
index 44ab972da0..6d71b8caa1 100644
--- a/docs-website/docs/pipeline-components/rankers/fastembedranker.mdx
+++ b/docs-website/docs/pipeline-components/rankers/fastembedranker.mdx
@@ -74,7 +74,6 @@ from haystack_integrations.components.rankers.fastembed import FastembedRanker
 docs = [Document(content="Paris"), Document(content="Berlin")]
 
 ranker = FastembedRanker()
-ranker.warm_up()
 
 ranker.run(query="City in France", documents=docs, top_k=1)
 ```