diff --git a/.github/labeler.yml b/.github/labeler.yml
index 7d2e556c1..dac3bf015 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -29,6 +29,11 @@ integration:elasticsearch:
       - any-glob-to-any-file: "integrations/elasticsearch/**/*"
       - any-glob-to-any-file: ".github/workflows/elasticsearch.yml"
 
+integration:fastembed:
+  - changed-files:
+      - any-glob-to-any-file: "integrations/fastembed/**/*"
+      - any-glob-to-any-file: ".github/workflows/fastembed.yml"
+
 integration:google-ai:
   - changed-files:
       - any-glob-to-any-file: "integrations/google_ai/**/*"
diff --git a/README.md b/README.md
index 13ff60c93..21c1e7d9d 100644
--- a/README.md
+++ b/README.md
@@ -68,6 +68,7 @@ deepset-haystack
 | [cohere-haystack](integrations/cohere/)                             | Embedder, Generator | [![PyPI - Version](https://img.shields.io/pypi/v/cohere-haystack.svg)](https://pypi.org/project/cohere-haystack)                                         | [![Test / cohere](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/cohere.yml/badge.svg)](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/cohere.yml)                                           |
 | [deepeval-haystack](integrations/deepeval/)                         | Evaluator           | [![PyPI - Version](https://img.shields.io/pypi/v/deepeval-haystack.svg)](https://pypi.org/project/deepeval-haystack)                                     | [![Test / deepeval](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/deepeval.yml/badge.svg)](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/deepeval.yml)                                     |
 | [elasticsearch-haystack](integrations/elasticsearch/)               | Document Store      | [![PyPI - Version](https://img.shields.io/pypi/v/elasticsearch-haystack.svg)](https://pypi.org/project/elasticsearch-haystack)                           | [![Test / elasticsearch](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/elasticsearch.yml/badge.svg)](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/elasticsearch.yml)                      |
+| [fastembed-haystack](integrations/fastembed/)                       | Embedder           | [![PyPI - Version](https://img.shields.io/pypi/v/fastembed-haystack.svg)](https://pypi.org/project/fastembed-haystack/)                                   | [![Test / fastembed](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/fastembed.yml/badge.svg)](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/fastembed.yml)                                  |
 | [google-ai-haystack](integrations/google_ai/)                       | Generator           | [![PyPI - Version](https://img.shields.io/pypi/v/google-ai-haystack.svg)](https://pypi.org/project/google-ai-haystack)                                   | [![Test / google-ai](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/google_ai.yml/badge.svg)](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/google_ai.yml)                                  |
 | [google-vertex-haystack](integrations/google_vertex/)               | Generator           | [![PyPI - Version](https://img.shields.io/pypi/v/google-vertex-haystack.svg)](https://pypi.org/project/google-vertex-haystack)                           | [![Test / google-vertex](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/google_vertex.yml/badge.svg)](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/google_vertex.yml)                      |
 | [gradient-haystack](integrations/gradient/)                         | Embedder, Generator | [![PyPI - Version](https://img.shields.io/pypi/v/gradient-haystack.svg)](https://pypi.org/project/gradient-haystack)                                     | [![Test / gradient](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/gradient.yml/badge.svg)](https://github.com/deepset-ai/haystack-core-integrations/actions/workflows/gradient.yml)                                     |
diff --git a/integrations/fastembed/README.md b/integrations/fastembed/README.md
index 94a86d85e..5ad056af3 100644
--- a/integrations/fastembed/README.md
+++ b/integrations/fastembed/README.md
@@ -21,17 +21,18 @@ pip install fastembed-haystack
 You can use `FastembedTextEmbedder` and `FastembedDocumentEmbedder` by importing as:
 
 ```python
-from fastembed_haystack.fastembed_text_embedder import FastembedTextEmbedder
+from haystack_integrations.components.embedders.fastembed import FastembedTextEmbedder
 
 text = "fastembed is supported by and maintained by Qdrant."
 text_embedder = FastembedTextEmbedder(
     model="BAAI/bge-small-en-v1.5"
 )
-embedding = text_embedder.run(text)
+text_embedder.warm_up()
+embedding = text_embedder.run(text)["embedding"]
 ```
 
 ```python
-from fastembed_haystack.fastembed__document_embedder import FastembedDocumentEmbedder
+from haystack_integrations.components.embedders.fastembed import FastembedDocumentEmbedder
 from haystack.dataclasses import Document
 
 embedder = FastembedDocumentEmbedder(
diff --git a/integrations/fastembed/src/haystack_integrations/components/embedders/fastembed/fastembed_document_embedder.py b/integrations/fastembed/src/haystack_integrations/components/embedders/fastembed/fastembed_document_embedder.py
index 24da783fd..b1e9309c2 100644
--- a/integrations/fastembed/src/haystack_integrations/components/embedders/fastembed/fastembed_document_embedder.py
+++ b/integrations/fastembed/src/haystack_integrations/components/embedders/fastembed/fastembed_document_embedder.py
@@ -16,7 +16,7 @@ class FastembedDocumentEmbedder:
     # To use this component, install the "fastembed-haystack" package.
     # pip install fastembed-haystack
 
-    from fastembed_haystack.fastembed__document_embedder import FastembedDocumentEmbedder
+    from haystack_integrations.components.embedders.fastembed import FastembedDocumentEmbedder
     from haystack.dataclasses import Document
 
     doc_embedder = FastembedDocumentEmbedder(
diff --git a/integrations/fastembed/src/haystack_integrations/components/embedders/fastembed/fastembed_text_embedder.py b/integrations/fastembed/src/haystack_integrations/components/embedders/fastembed/fastembed_text_embedder.py
index 832d1240f..3446f80d7 100644
--- a/integrations/fastembed/src/haystack_integrations/components/embedders/fastembed/fastembed_text_embedder.py
+++ b/integrations/fastembed/src/haystack_integrations/components/embedders/fastembed/fastembed_text_embedder.py
@@ -12,18 +12,19 @@ class FastembedTextEmbedder:
 
     Usage example:
     ```python
-    # To use this component, install the "fastembed" package.
-    # pip install fastembed
+    # To use this component, install the "fastembed-haystack" package.
+    # pip install fastembed-haystack
 
-    from fastembed_haystack.fastembed_text_embedder import FastembedTextEmbedder
+    from haystack_integrations.components.embedders.fastembed import FastembedTextEmbedder
 
     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 = text_embedder.run(text)["embedding"]
     ```
     """  # noqa: E501