diff --git a/generate_readme.ipynb b/generate_readme.ipynb
index 29a81a8c10..51b2777127 100644
--- a/generate_readme.ipynb
+++ b/generate_readme.ipynb
@@ -642,10 +642,10 @@
     "        \n",
     "    # Update json\n",
     "    ranking = 2\n",
-    "    if \"automation\" in tags and tool in [\"Notion\", \"LinkedIn\", \"OpenAI\", \"Google Sheets\", \"HubSpot\"]:\n",
+    "    if \"#automation\" in tags and tool in [\"Notion\", \"LinkedIn\", \"OpenAI\", \"Google Sheets\", \"HubSpot\"]:\n",
     "        ranking = 5\n",
     "    elif tool in [\"AI for Work\"]:\n",
-    "        for x in [\"Sales\", \"Marketing\", \"Social Media\", \"Brand\", \"Financial\", \"Legal\", \"Expert\"]:\n",
+    "        for x in [\"Sales\", \"Marketing\", \"Social Media\", \"Brand\", \"Financial\", \"Legal\"]:\n",
     "            if x in title:\n",
     "                ranking = 4\n",
     "                break\n",