diff --git a/README.md b/README.md
index 208de0d0..46a16222 100644
--- a/README.md
+++ b/README.md
@@ -35,7 +35,7 @@ Docling simplifies document processing, parsing diverse formats — including ad
 * 🔒 Local execution capabilities for sensitive data and air-gapped environments
 * 🤖 Plug-and-play [integrations][integrations] incl. LangChain, LlamaIndex, Crew AI & Haystack for agentic AI
 * 🔍 Extensive OCR support for scanned PDFs and images
-* 🥚 Support of Visual Language Models ([SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview))
+* 🥚 Support of Visual Language Models ([SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview)) 🆕
 * 💻 Simple and convenient CLI
 
 ### Coming soon
@@ -57,7 +57,7 @@ More [detailed installation instructions](https://docling-project.github.io/docl
 
 ## Getting started
 
-To convert individual documents, use `convert()`, for example:
+To convert individual documents with python, use `convert()`, for example:
 
 ```python
 from docling.document_converter import DocumentConverter
@@ -71,6 +71,21 @@ print(result.document.export_to_markdown())  # output: "## Docling Technical Rep
 More [advanced usage options](https://docling-project.github.io/docling/usage/) are available in
 the docs.
 
+## CLI
+
+Docling has built-in CLI to run conversions.
+A simple example would look like this:
+```bash
+docling https://arxiv.org/pdf/2206.01062
+```
+
+You can also use 🥚[SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview) via Docling CLI:
+```bash
+docling --pipeline vlm --vlm-model smoldocling https://arxiv.org/pdf/2206.01062
+```
+This will use MLX acceleration on supported Apple Silicon hardware.
+Read more [here](https://docling-project.github.io/docling/usage/)
+
 ## Documentation
 
 Check out Docling's [documentation](https://docling-project.github.io/docling/), for details on
diff --git a/docs/examples/minimal_vlm_pipeline.py b/docs/examples/minimal_vlm_pipeline.py
index 023cbc30..6a15fe42 100644
--- a/docs/examples/minimal_vlm_pipeline.py
+++ b/docs/examples/minimal_vlm_pipeline.py
@@ -68,18 +68,13 @@ for source in sources:
 
     res = converter.convert(source)
 
-    print("------------------------------------------------")
-    print("MD:")
-    print("------------------------------------------------")
     print("")
     print(res.document.export_to_markdown())
 
-    doctags = ""
     for page in res.pages:
         print("")
         print("Predicted page in DOCTAGS:")
         print(page.predictions.vlm_response.text)
-        doctags += page.predictions.vlm_response.text
 
     res.document.save_as_html(
         filename=Path("{}/{}.html".format(out_path, res.input.file.stem)),
@@ -90,14 +85,17 @@ for source in sources:
     with (out_path / f"{res.input.file.stem}.json").open("w") as fp:
         fp.write(json.dumps(res.document.export_to_dict()))
 
-    with (out_path / f"{res.input.file.stem}.md").open("w") as fp:
-        fp.write(res.document.export_to_markdown())
+    res.document.save_as_json(
+        out_path / f"{res.input.file.stem}.md",
+        image_mode=ImageRefMode.PLACEHOLDER,
+    )
 
-    with (out_path / f"{res.input.file.stem}.doctag").open("w") as fp:
-        fp.write(doctags)
+    res.document.save_as_markdown(
+        out_path / f"{res.input.file.stem}.md",
+        image_mode=ImageRefMode.PLACEHOLDER,
+    )
 
     pg_num = res.document.num_pages()
-
     print("")
     inference_time = time.time() - start_time
     print(
diff --git a/docs/index.md b/docs/index.md
index 789dae8f..1b3f4569 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -26,7 +26,7 @@ Docling simplifies document processing, parsing diverse formats — including ad
 * 🔒 Local execution capabilities for sensitive data and air-gapped environments
 * 🤖 Plug-and-play [integrations][integrations] incl. LangChain, LlamaIndex, Crew AI & Haystack for agentic AI
 * 🔍 Extensive OCR support for scanned PDFs and images
-* 🥚 Support of Visual Language Models ([SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview))
+* 🥚 Support of Visual Language Models ([SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview)) 🆕
 * 💻 Simple and convenient CLI
 
 ### Coming soon
diff --git a/docs/usage/index.md b/docs/usage/index.md
index 1ab7842c..eb29a336 100644
--- a/docs/usage/index.md
+++ b/docs/usage/index.md
@@ -26,6 +26,13 @@ To see all available options (export formats etc.) run `docling --help`. More de
 
 ### Advanced options
 
+#### SmolDocling via CLI
+You can also use 🥚[SmolDocling](https://huggingface.co/ds4sd/SmolDocling-256M-preview) via Docling CLI:
+```bash
+docling --pipeline vlm --vlm-model smoldocling https://arxiv.org/pdf/2206.01062
+```
+This will use MLX acceleration on supported Apple Silicon hardware.
+
 #### Model prefetching and offline usage
 
 By default, models are downloaded automatically upon first usage. If you would prefer