diff --git a/notebooks/utils.py b/notebooks/utils.py
index 146a11f..256392d 100644
--- a/notebooks/utils.py
+++ b/notebooks/utils.py
@@ -1,6 +1,7 @@
 import ast
 import copy
 import logging
+import pickle
 import random
 from calendar import monthrange
 from datetime import datetime, timedelta
@@ -849,6 +850,39 @@ def prepare_visualization(results):
     return final_paths
 
 
+def _results_to_pickle(results, output_dir):
+    """Save the results of an openeo inference run to a pickle file.
+
+    Parameters
+    ----------
+    results : WorldCereal InferenceResults object
+        Results object containing the results to save.
+    output_dir : Path
+        Directory where the results will be saved.
+    """
+    output_dir.mkdir(parents=True, exist_ok=True)
+    with open(output_dir / "results.pkl", "wb") as f:
+        pickle.dump(results, f)
+
+
+def _results_from_pickle(output_dir):
+    """Load the results from a pickle file.
+
+    Parameters
+    ----------
+    output_dir : Path
+        Path to the output directory containing the results.
+
+    Returns
+    -------
+    WorldCereal InferenceResults
+        Results object containing the loaded results from an openeo inference run.
+    """
+    with open(output_dir / "results.pkl", "rb") as f:
+        results = pickle.load(f)
+    return results
+
+
 ############# PRODUCT VISUALIZATION #############
 
 
diff --git a/notebooks/worldcereal_v1_demo_custom_cropland.ipynb b/notebooks/worldcereal_v1_demo_custom_cropland.ipynb
index 61c682e..94d0ad1 100644
--- a/notebooks/worldcereal_v1_demo_custom_cropland.ipynb
+++ b/notebooks/worldcereal_v1_demo_custom_cropland.ipynb
@@ -309,6 +309,7 @@
    "outputs": [],
    "source": [
     "from worldcereal.job import generate_map, CropLandParameters, PostprocessParameters\n",
+    "from utils import _results_to_pickle\n",
     "\n",
     "# Initializes default parameters\n",
     "parameters = CropLandParameters()\n",
@@ -327,7 +328,9 @@
     "    output_dir=output_dir,\n",
     "    cropland_parameters=parameters,\n",
     "    postprocess_parameters=PostprocessParameters(),\n",
-    ")"
+    ")\n",
+    "# Write results to pickle file\n",
+    "_results_to_pickle(job_results, output_dir)"
    ]
   },
   {
diff --git a/notebooks/worldcereal_v1_demo_custom_cropland_extended.ipynb b/notebooks/worldcereal_v1_demo_custom_cropland_extended.ipynb
index ce41661..5d6976e 100644
--- a/notebooks/worldcereal_v1_demo_custom_cropland_extended.ipynb
+++ b/notebooks/worldcereal_v1_demo_custom_cropland_extended.ipynb
@@ -331,6 +331,7 @@
    "outputs": [],
    "source": [
     "from worldcereal.job import generate_map, CropLandParameters\n",
+    "from utils import _results_to_pickle\n",
     "\n",
     "# Initializes default parameters\n",
     "parameters = CropLandParameters()\n",
@@ -349,7 +350,9 @@
     "    output_dir=output_dir,\n",
     "    cropland_parameters=parameters,\n",
     "    postprocess_parameters=postprocess_parameters,\n",
-    ")"
+    ")\n",
+    "# Write results to pickle file\n",
+    "_results_to_pickle(job_results, output_dir)"
    ]
   },
   {
diff --git a/notebooks/worldcereal_v1_demo_custom_croptype.ipynb b/notebooks/worldcereal_v1_demo_custom_croptype.ipynb
index 5c4e0ff..39c5a89 100644
--- a/notebooks/worldcereal_v1_demo_custom_croptype.ipynb
+++ b/notebooks/worldcereal_v1_demo_custom_croptype.ipynb
@@ -314,6 +314,7 @@
    "outputs": [],
    "source": [
     "from worldcereal.job import PostprocessParameters, WorldCerealProductType, generate_map, CropTypeParameters\n",
+    "from utils import _results_to_pickle\n",
     "\n",
     "# Initializes default parameters\n",
     "parameters = CropTypeParameters()\n",
@@ -334,7 +335,9 @@
     "    product_type=WorldCerealProductType.CROPTYPE,\n",
     "    croptype_parameters=parameters,\n",
     "    postprocess_parameters=PostprocessParameters(),\n",
-    ")"
+    ")\n",
+    "# Write results to pickle file\n",
+    "_results_to_pickle(job_results, output_dir)"
    ]
   },
   {
diff --git a/notebooks/worldcereal_v1_demo_custom_croptype_extended.ipynb b/notebooks/worldcereal_v1_demo_custom_croptype_extended.ipynb
index e44731d..2a9f55c 100644
--- a/notebooks/worldcereal_v1_demo_custom_croptype_extended.ipynb
+++ b/notebooks/worldcereal_v1_demo_custom_croptype_extended.ipynb
@@ -66,6 +66,19 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# TEMPORARY CELL\n",
+    "import sys\n",
+    "sys.path.append('/home/jeroendegerickx/git/worldcereal/worldcereal-classification/notebooks')\n",
+    "%load_ext autoreload\n",
+    "%autoreload 2"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -339,6 +352,7 @@
    "outputs": [],
    "source": [
     "from worldcereal.job import WorldCerealProductType, generate_map, CropTypeParameters\n",
+    "from utils import _results_to_pickle\n",
     "\n",
     "# Initializes default parameters\n",
     "parameters = CropTypeParameters()\n",
@@ -359,7 +373,9 @@
     "    product_type=WorldCerealProductType.CROPTYPE,\n",
     "    croptype_parameters=parameters,\n",
     "    postprocess_parameters=postprocess_parameters,\n",
-    ")"
+    ")\n",
+    "# Write results to pickle file\n",
+    "_results_to_pickle(job_results, output_dir)"
    ]
   },
   {
@@ -416,6 +432,17 @@
     "print(filepaths)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from utils import visualize_classification\n",
+    "\n",
+    "visualize_classification(filepaths, \"croptype\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/notebooks/worldcereal_v1_demo_default_cropland.ipynb b/notebooks/worldcereal_v1_demo_default_cropland.ipynb
index 801c2e1..b1fac5f 100644
--- a/notebooks/worldcereal_v1_demo_default_cropland.ipynb
+++ b/notebooks/worldcereal_v1_demo_default_cropland.ipynb
@@ -181,6 +181,7 @@
    "outputs": [],
    "source": [
     "from worldcereal.job import generate_map, PostprocessParameters\n",
+    "from utils import _results_to_pickle\n",
     "\n",
     "processing_period = slider.get_processing_period()\n",
     "processing_extent = map.get_processing_extent()\n",
@@ -191,7 +192,9 @@
     "    processing_period,\n",
     "    output_dir=output_dir,\n",
     "    postprocess_parameters=PostprocessParameters(),\n",
-    ")"
+    ")\n",
+    "# Write results to pickle file\n",
+    "_results_to_pickle(results, output_dir)"
    ]
   },
   {
diff --git a/notebooks/worldcereal_v1_demo_default_cropland_extended.ipynb b/notebooks/worldcereal_v1_demo_default_cropland_extended.ipynb
index 37f0d25..cfb11c6 100644
--- a/notebooks/worldcereal_v1_demo_default_cropland_extended.ipynb
+++ b/notebooks/worldcereal_v1_demo_default_cropland_extended.ipynb
@@ -203,6 +203,7 @@
    "outputs": [],
    "source": [
     "from worldcereal.job import generate_map\n",
+    "from utils import _results_to_pickle\n",
     "\n",
     "processing_period = slider.get_processing_period()\n",
     "processing_extent = map.get_processing_extent()\n",
@@ -213,7 +214,9 @@
     "    processing_period,\n",
     "    output_dir=output_dir,\n",
     "    postprocess_parameters=postprocess_parameters,\n",
-    ")"
+    ")\n",
+    "# Write results to pickle file\n",
+    "_results_to_pickle(results, output_dir)"
    ]
   },
   {