diff --git a/ammico/notebooks/DemoNotebook_ammico.ipynb b/ammico/notebooks/DemoNotebook_ammico.ipynb
index e17860c..6c3d355 100644
--- a/ammico/notebooks/DemoNotebook_ammico.ipynb
+++ b/ammico/notebooks/DemoNotebook_ammico.ipynb
@@ -142,7 +142,7 @@
    "outputs": [],
    "source": [
     "os.environ[\"GOOGLE_APPLICATION_CREDENTIALS\"] = (\n",
-    "    \"/home/inga/projects/misinformation-project/misinformation-notes/misinformation-campaign-981aa55a3b13.json\"\n",
+    "    \"../../data/misinformation-campaign-981aa55a3b13.json\"\n",
     ")"
    ]
   },
@@ -358,6 +358,11 @@
     "For the computationally demanding `SummaryDetector`, it is best to initialize the model first and then analyze each image while passing the model explicitly. This can be done in a separate loop or in the same loop as for text and emotion detection."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -370,7 +375,7 @@
     "    subdict=image_dict, summary_model=model\n",
     ")\n",
     "\n",
-    "image_summary_detector.analyse_images(analysis_type=\"summary\")"
+    "image_summary_detector.analyse_images_from_dict(analysis_type=\"summary\")"
    ]
   },
   {
@@ -387,9 +392,9 @@
    "outputs": [],
    "source": [
     "# initialize the models\n",
-    "# currently this does not work because of the way the summary detector is implemented\n",
-    "image_summary_detector = ammico.SummaryDetector(\n",
-    "    subdict=image_dict, analysis_type=\"summary\", model_type=\"base\"\n",
+    "model = ammico.MultimodalSummaryModel()\n",
+    "image_summary_detector = ammico.ImageSummaryDetector(\n",
+    "    subdict=image_dict, summary_model=model\n",
     ")\n",
     "\n",
     "for num, key in tqdm(\n",
@@ -399,9 +404,9 @@
     "        image_dict[key]\n",
     "    ).analyse_image()  # analyse image with EmotionDetector and update dict\n",
     "    image_dict[key] = ammico.TextDetector(\n",
-    "        image_dict[key], analyse_text=True\n",
+    "        image_dict[key]\n",
     "    ).analyse_image()  # analyse image with TextDetector and update dict\n",
-    "    image_dict[key] = image_summary_detector.analyse_image(\n",
+    "    image_dict[key] = image_summary_detector.analyse_images_from_dict(\n",
     "        subdict=image_dict[key], analysis_type=\"summary\"\n",
     "    )  # analyse image with SummaryDetector and update dict\n",
     "\n",
@@ -1553,7 +1558,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.13"
+   "version": "3.11.14"
   }
  },
  "nbformat": 4,