diff --git a/docs/en/reference/data/explorer/explorer.md b/docs/en/reference/data/explorer/explorer.md
new file mode 100644
index 00000000..d8608635
--- /dev/null
+++ b/docs/en/reference/data/explorer/explorer.md
@@ -0,0 +1,21 @@
+---
+comments: true
+description: Comprehensive reference for the Explorer API. Get a brief description of all the main classes utilised for creating and handling the data in the Ultralytics data explorer project.
+keywords: Ultralytics, explorer.py, data explorer, Semantic search, vector similarity search, class reference, documentation, ExplorerDataset, Explorer, data handling
+---
+
+# Reference for `ultralytics/data/explorer/explorer.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/explorer.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.explorer.explorer.ExplorerDataset
+
+<br><br>
+
+## ::: ultralytics.data.explorer.explorer.Explorer
+
+<br><br>
diff --git a/docs/en/reference/data/explorer/gui/dash.md b/docs/en/reference/data/explorer/gui/dash.md
new file mode 100644
index 00000000..4b69ac52
--- /dev/null
+++ b/docs/en/reference/data/explorer/gui/dash.md
@@ -0,0 +1,58 @@
+---
+comments: true
+description: Detailed reference for the Explorer GUI. Includes brief descriptions for all the major functions used in the dashboard demo of Explorer API.
+keywords: Ultralytics, data explorer, gui, function reference, documentation, AI queries, image similarity, SQL queries, streamlit, semantic search
+---
+
+
+# Reference for `ultralytics/data/explorer/gui/dash.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/gui/dash.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash._get_explorer
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.init_explorer_form
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.query_form
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.ai_query_form
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.find_similar_imgs
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.similarity_form
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.run_sql_query
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.run_ai_query
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.reset_explorer
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.utralytics_explorer_docs_callback
+
+<br><br>
+
+## ::: ultralytics.data.explorer.gui.dash.layout
+
+<br><br>
diff --git a/docs/en/reference/data/explorer/utils.md b/docs/en/reference/data/explorer/utils.md
new file mode 100644
index 00000000..d1769c5e
--- /dev/null
+++ b/docs/en/reference/data/explorer/utils.md
@@ -0,0 +1,33 @@
+---
+comments: true
+description: Detailed reference for the Explorer utils. Provides descriptions and details on important utility functions for managing and interacting with data in the Ultralytics explorer project.
+keywords: Ultralytics, data explorer, function reference, documentation, get table schema, get sim index schema, sanitize batch, plot query result, prompt SQL query
+---
+
+# Reference for `ultralytics/data/explorer/utils.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/utils.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.get_table_schema
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.get_sim_index_schema
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.sanitize_batch
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.plot_query_result
+
+<br><br>
+
+## ::: ultralytics.data.explorer.utils.prompt_sql_query
+
+<br><br>