diff --git a/docs/tutorials/img/step_3.png b/docs/tutorials/img/step_3.png
index 6e5eedb..601f0f3 100644
Binary files a/docs/tutorials/img/step_3.png and b/docs/tutorials/img/step_3.png differ
diff --git a/docs/tutorials/img/step_4.png b/docs/tutorials/img/step_4.png
index 3b3c716..68fe005 100644
Binary files a/docs/tutorials/img/step_4.png and b/docs/tutorials/img/step_4.png differ
diff --git a/tutorials/onboarding_manual.ipynb b/tutorials/onboarding_manual.ipynb
index 0c7a8df..be88bb5 100644
--- a/tutorials/onboarding_manual.ipynb
+++ b/tutorials/onboarding_manual.ipynb
@@ -18,11 +18,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Step: 1 Navigate to Synnax Lab\n",
+    "## Step: 1 Navigate to Synnax App\n",
     "\n",
-    "Let's go to [Synnax Lab](https://synnax.app/) and click on the **LOG IN** button.\n",
+    "Let's go to [Synnax App](https://synnax.app/) and click on the **LOG IN** button.\n",
     "\n",
-    "![Synnax](https://synnax-ai.github.io/synnax-lab-sdk/tutorials/img/step_1.png)"
+    "![Synnax App image](https://synnax-ai.github.io/synnax-lab-sdk/tutorials/img/step_1.png)"
    ]
   },
   {
@@ -1414,7 +1414,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Scores get calculated on the synnax-lab-sdk backend with a small lag, so in case running the below function does not return the `confidenceScore` right away, give it a few seconds and rerun. A `confidenceScore` is there when the submission `status: 'Processed'`"
+    "Submissions require some time to get processed in the backend, so in case running the below function does not return the `confidenceScore` right away, give it a few seconds and rerun. A `confidenceScore` is there when the submission `status: 'Processed'`"
    ]
   },
   {