diff --git a/lib/music_library/records.ex b/lib/music_library/records.ex
index 376a844f..d69261cb 100644
--- a/lib/music_library/records.ex
+++ b/lib/music_library/records.ex
@@ -185,6 +185,27 @@ defmodule MusicLibrary.Records do
     end
   end
 
+  def populate_genres(record) do
+    artists =
+      record.artists
+      |> Enum.map(fn a -> a.name end)
+      |> Enum.join(",")
+
+    prompt = """
+    Provide a list of music genres applicable to the album "#{record.title}" by #{artists}.
+
+    Limit the list to 5 genres, ordered by decreasing specificity, all lowercase.
+
+    Return a valid JSON list.
+    """
+
+    {:ok, response} = OpenAI.gpt(prompt)
+
+    record
+    |> Record.add_genres(response["genres"])
+    |> Repo.update()
+  end
+
   defp get_cover_art_or_default(musicbrainz_id) do
     case music_brainz_config().api.get_cover_art(
            {:musicbrainz_id, musicbrainz_id},
diff --git a/lib/music_library/records/record.ex b/lib/music_library/records/record.ex
index c8410c9f..d367554e 100644
--- a/lib/music_library/records/record.ex
+++ b/lib/music_library/records/record.ex
@@ -84,6 +84,10 @@ defmodule MusicLibrary.Records.Record do
     |> put_embed(:artists, artists_attrs)
   end
 
+  def add_genres(record, genres) do
+    change(record, genres: genres)
+  end
+
   def add_cover_data(record, cover_data) do
     record
     |> change(cover_data: cover_data)
diff --git a/lib/music_library_web/live/collection_live/show.ex b/lib/music_library_web/live/collection_live/show.ex
index 97913734..471e2156 100644
--- a/lib/music_library_web/live/collection_live/show.ex
+++ b/lib/music_library_web/live/collection_live/show.ex
@@ -63,6 +63,26 @@ defmodule MusicLibraryWeb.CollectionLive.Show do
     end
   end
 
+  def handle_event("populate_genres", %{"id" => id}, socket) do
+    record = Records.get_record!(id)
+
+    case Records.populate_genres(record) do
+      {:ok, updated_record} ->
+        {:noreply,
+         socket
+         |> put_flash(:info, gettext("Genres populated successfully"))
+         |> assign(:record, updated_record)}
+
+      {:error, reason} ->
+        {:noreply,
+         socket
+         |> put_flash(
+           :error,
+           gettext("Error populating genres") <> "," <> inspect(reason)
+         )}
+    end
+  end
+
   def handle_event("refresh_cover", %{"id" => id}, socket) do
     record = Records.get_record!(id)
 
diff --git a/lib/music_library_web/live/collection_live/show.html.heex b/lib/music_library_web/live/collection_live/show.html.heex
index 26995b61..f7203138 100644
--- a/lib/music_library_web/live/collection_live/show.html.heex
+++ b/lib/music_library_web/live/collection_live/show.html.heex
@@ -56,6 +56,18 @@
           {gettext("MB Data")}
         </.button>
       </.link>
+      <.link phx-click={JS.push("populate_genres", value: %{id: @record.id})}>
+        <.button type="button" class="relative -ml-px inline-flex items-center rounded-none">
+          <span class="sr-only">{gettext("Populate")}</span>
+          <.icon
+            name="hero-sparkles"
+            class="h-4 w-4 mr-1 phx-click-loading:animate-shake"
+            aria-hidden="true"
+            data-slot="icon"
+          />
+          {gettext("Genres")}
+        </.button>
+      </.link>
       <.link
         phx-click={JS.push("delete", value: %{id: @record.id})}
         data-confirm={gettext("Are you sure?")}
diff --git a/lib/music_library_web/live/wishlist_live/show.ex b/lib/music_library_web/live/wishlist_live/show.ex
index 4d9359ba..a6314d2b 100644
--- a/lib/music_library_web/live/wishlist_live/show.ex
+++ b/lib/music_library_web/live/wishlist_live/show.ex
@@ -83,6 +83,26 @@ defmodule MusicLibraryWeb.WishlistLive.Show do
     end
   end
 
+  def handle_event("populate_genres", %{"id" => id}, socket) do
+    record = Records.get_record!(id)
+
+    case Records.populate_genres(record) do
+      {:ok, updated_record} ->
+        {:noreply,
+         socket
+         |> put_flash(:info, gettext("Genres populated successfully"))
+         |> assign(:record, updated_record)}
+
+      {:error, reason} ->
+        {:noreply,
+         socket
+         |> put_flash(
+           :error,
+           gettext("Error populating genres") <> "," <> inspect(reason)
+         )}
+    end
+  end
+
   @impl true
   def handle_info({MusicLibraryWeb.RecordLive.FormComponent, {:saved, record}}, socket) do
     {:noreply, assign(socket, :record, record)}
diff --git a/lib/music_library_web/live/wishlist_live/show.html.heex b/lib/music_library_web/live/wishlist_live/show.html.heex
index e7ab1715..e8a86ee3 100644
--- a/lib/music_library_web/live/wishlist_live/show.html.heex
+++ b/lib/music_library_web/live/wishlist_live/show.html.heex
@@ -56,6 +56,18 @@
           {gettext("MB Data")}
         </.button>
       </.link>
+      <.link phx-click={JS.push("populate_genres", value: %{id: @record.id})}>
+        <.button type="button" class="relative -ml-px inline-flex items-center rounded-none">
+          <span class="sr-only">{gettext("Populate")}</span>
+          <.icon
+            name="hero-sparkles"
+            class="h-4 w-4 mr-1 phx-click-loading:animate-shake"
+            aria-hidden="true"
+            data-slot="icon"
+          />
+          {gettext("Genres")}
+        </.button>
+      </.link>
       <.link
         phx-click={JS.push("delete", value: %{id: @record.id})}
         data-confirm={gettext("Are you sure?")}
diff --git a/experiment.exs b/lib/open_ai.ex
similarity index 71%
rename from experiment.exs
rename to lib/open_ai.ex
index 37912593..5aac8e2c 100644
--- a/experiment.exs
+++ b/lib/open_ai.ex
@@ -1,5 +1,20 @@
 defmodule OpenAI do
-  def gpt_stream(prompt, cb) do
+  def gpt(prompt) do
+    {:ok, collector} = Agent.start_link(fn -> "" end)
+
+    gpt_stream(prompt, fn data ->
+      case get_in(data, ["choices", Access.at(0), "delta", "content"]) do
+        nil -> :ok
+        data -> Agent.update(collector, fn current -> current <> data end)
+      end
+    end)
+
+    result = Agent.get(collector, & &1) |> Jason.decode!()
+    Agent.stop(collector)
+    {:ok, result}
+  end
+
+  defp gpt_stream(prompt, cb) do
     fun = fn request, finch_request, finch_name, finch_options ->
       fun = fn
         {:status, status}, response ->
@@ -47,22 +62,3 @@ defmodule OpenAI do
   defp decode_body("[DONE]", _), do: :ok
   defp decode_body(json, cb), do: cb.(Jason.decode!(json))
 end
-
-{:ok, collector} = Agent.start_link(fn -> "" end)
-
-prompt = """
-Provide a list of music genres applicable to the album "Stupid Things that Mean the World" by Tim Bowness.
-
-Limit the list to 5 genres, ordered by decreasing specificity, all lowercase.
-
-Return a valid JSON list.
-"""
-
-OpenAI.gpt_stream(prompt, fn data ->
-  case get_in(data, ["choices", Access.at(0), "delta", "content"]) do
-    nil -> :ok
-    data -> Agent.update(collector, fn current -> current <> data end)
-  end
-end)
-
-Agent.get(collector, & &1) |> Jason.decode!() |> IO.inspect()
diff --git a/priv/gettext/default.pot b/priv/gettext/default.pot
index 5b7e5a70..c8029c96 100644
--- a/priv/gettext/default.pot
+++ b/priv/gettext/default.pot
@@ -17,9 +17,9 @@ msgid "Actions"
 msgstr ""
 
 #: lib/music_library_web/live/collection_live/index.html.heex:186
-#: lib/music_library_web/live/collection_live/show.html.heex:61
+#: lib/music_library_web/live/collection_live/show.html.heex:73
 #: lib/music_library_web/live/wishlist_live/index.html.heex:196
-#: lib/music_library_web/live/wishlist_live/show.html.heex:61
+#: lib/music_library_web/live/wishlist_live/show.html.heex:73
 #, elixir-autogen, elixir-format
 msgid "Are you sure?"
 msgstr ""
@@ -29,12 +29,12 @@ msgstr ""
 msgid "Attempting to reconnect"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:161
+#: lib/music_library_web/live/collection_live/show.html.heex:173
 #, elixir-autogen, elixir-format
 msgid "Back to records"
 msgstr ""
 
-#: lib/music_library_web/live/wishlist_live/show.html.heex:154
+#: lib/music_library_web/live/wishlist_live/show.html.heex:166
 #, elixir-autogen, elixir-format
 msgid "Back to wishlist"
 msgstr ""
@@ -53,8 +53,8 @@ msgstr ""
 #: lib/music_library_web/components/layouts/app.html.heex:14
 #: lib/music_library_web/live/artist_live/show.html.heex:61
 #: lib/music_library_web/live/collection_live/index.ex:77
-#: lib/music_library_web/live/collection_live/show.ex:102
-#: lib/music_library_web/live/collection_live/show.ex:119
+#: lib/music_library_web/live/collection_live/show.ex:122
+#: lib/music_library_web/live/collection_live/show.ex:139
 #, elixir-autogen, elixir-format
 msgid "Collection"
 msgstr ""
@@ -65,18 +65,18 @@ msgid "Cover art"
 msgstr ""
 
 #: lib/music_library_web/live/collection_live/index.html.heex:188
-#: lib/music_library_web/live/collection_live/show.html.heex:67
+#: lib/music_library_web/live/collection_live/show.html.heex:79
 #: lib/music_library_web/live/wishlist_live/index.html.heex:198
-#: lib/music_library_web/live/wishlist_live/show.html.heex:67
+#: lib/music_library_web/live/wishlist_live/show.html.heex:79
 #, elixir-autogen, elixir-format
 msgid "Delete"
 msgstr ""
 
 #: lib/music_library_web/live/collection_live/index.html.heex:177
-#: lib/music_library_web/live/collection_live/show.ex:126
+#: lib/music_library_web/live/collection_live/show.ex:146
 #: lib/music_library_web/live/collection_live/show.html.heex:32
 #: lib/music_library_web/live/wishlist_live/index.html.heex:177
-#: lib/music_library_web/live/wishlist_live/show.ex:109
+#: lib/music_library_web/live/wishlist_live/show.ex:129
 #: lib/music_library_web/live/wishlist_live/show.html.heex:32
 #, elixir-autogen, elixir-format
 msgid "Edit"
@@ -105,8 +105,10 @@ msgstr ""
 msgid "Formats"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:77
-#: lib/music_library_web/live/wishlist_live/show.html.heex:78
+#: lib/music_library_web/live/collection_live/show.html.heex:68
+#: lib/music_library_web/live/collection_live/show.html.heex:89
+#: lib/music_library_web/live/wishlist_live/show.html.heex:68
+#: lib/music_library_web/live/wishlist_live/show.html.heex:90
 #, elixir-autogen, elixir-format
 msgid "Genres"
 msgstr ""
@@ -122,8 +124,8 @@ msgstr ""
 msgid "Import"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:136
-#: lib/music_library_web/live/wishlist_live/show.html.heex:129
+#: lib/music_library_web/live/collection_live/show.html.heex:148
+#: lib/music_library_web/live/wishlist_live/show.html.heex:141
 #, elixir-autogen, elixir-format
 msgid "Inserted at"
 msgstr ""
@@ -149,9 +151,9 @@ msgstr ""
 msgid "Logout"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:91
+#: lib/music_library_web/live/collection_live/show.html.heex:103
 #: lib/music_library_web/live/record_live/form_component.ex:47
-#: lib/music_library_web/live/wishlist_live/show.html.heex:92
+#: lib/music_library_web/live/wishlist_live/show.html.heex:104
 #, elixir-autogen, elixir-format
 msgid "MusicBrainz ID"
 msgstr ""
@@ -199,7 +201,7 @@ msgstr ""
 msgid "Purchased at"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:113
+#: lib/music_library_web/live/collection_live/show.html.heex:125
 #, elixir-autogen, elixir-format
 msgid "Purchased on"
 msgstr ""
@@ -248,9 +250,9 @@ msgid "Search for records"
 msgstr ""
 
 #: lib/music_library_web/live/collection_live/index.html.heex:157
-#: lib/music_library_web/live/collection_live/show.ex:125
+#: lib/music_library_web/live/collection_live/show.ex:145
 #: lib/music_library_web/live/wishlist_live/index.html.heex:157
-#: lib/music_library_web/live/wishlist_live/show.ex:108
+#: lib/music_library_web/live/wishlist_live/show.ex:128
 #, elixir-autogen, elixir-format
 msgid "Show"
 msgstr ""
@@ -305,8 +307,8 @@ msgstr ""
 msgid "Types"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:144
-#: lib/music_library_web/live/wishlist_live/show.html.heex:137
+#: lib/music_library_web/live/collection_live/show.html.heex:156
+#: lib/music_library_web/live/wishlist_live/show.html.heex:149
 #, elixir-autogen, elixir-format
 msgid "Updated at"
 msgstr ""
@@ -330,7 +332,7 @@ msgstr ""
 #: lib/music_library_web/components/layouts/app.html.heex:20
 #: lib/music_library_web/live/artist_live/show.html.heex:100
 #: lib/music_library_web/live/wishlist_live/index.ex:75
-#: lib/music_library_web/live/wishlist_live/show.ex:102
+#: lib/music_library_web/live/wishlist_live/show.ex:122
 #, elixir-autogen, elixir-format
 msgid "Wishlist"
 msgstr ""
@@ -346,14 +348,14 @@ msgstr ""
 msgid "close"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:101
-#: lib/music_library_web/live/wishlist_live/show.html.heex:102
+#: lib/music_library_web/live/collection_live/show.html.heex:113
+#: lib/music_library_web/live/wishlist_live/show.html.heex:114
 #, elixir-autogen, elixir-format
 msgid "Copy MusicBrainz ID to clipboard"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:155
-#: lib/music_library_web/live/wishlist_live/show.html.heex:148
+#: lib/music_library_web/live/collection_live/show.html.heex:167
+#: lib/music_library_web/live/wishlist_live/show.html.heex:160
 #, elixir-autogen, elixir-format
 msgid "MusicBrainz data"
 msgstr ""
@@ -387,8 +389,8 @@ msgstr ""
 msgid "Number of included records"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.html.heex:124
-#: lib/music_library_web/live/wishlist_live/show.html.heex:117
+#: lib/music_library_web/live/collection_live/show.html.heex:136
+#: lib/music_library_web/live/wishlist_live/show.html.heex:129
 #, elixir-autogen, elixir-format
 msgid "Includes"
 msgstr ""
@@ -410,7 +412,7 @@ msgstr ""
 msgid "Refresh LastFm Feed"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.ex:73
+#: lib/music_library_web/live/collection_live/show.ex:93
 #: lib/music_library_web/live/wishlist_live/show.ex:73
 #, elixir-autogen, elixir-format
 msgid "Cover refreshed successfully"
@@ -441,7 +443,7 @@ msgstr ""
 msgid "Error refreshing Cover"
 msgstr ""
 
-#: lib/music_library_web/live/collection_live/show.ex:81
+#: lib/music_library_web/live/collection_live/show.ex:101
 #, elixir-autogen, elixir-format
 msgid "Error refreshing cover"
 msgstr ""
@@ -452,7 +454,7 @@ msgid "No MB ID"
 msgstr ""
 
 #: lib/music_library_web/live/artist_live/show.ex:38
-#: lib/music_library_web/live/collection_live/show.ex:100
+#: lib/music_library_web/live/collection_live/show.ex:120
 #, elixir-autogen, elixir-format
 msgid "Details"
 msgstr ""
@@ -512,3 +514,21 @@ msgstr ""
 #, elixir-autogen, elixir-format
 msgid "There was an error loading the play count"
 msgstr ""
+
+#: lib/music_library_web/live/collection_live/show.ex:81
+#: lib/music_library_web/live/wishlist_live/show.ex:101
+#, elixir-autogen, elixir-format
+msgid "Error populating genres"
+msgstr ""
+
+#: lib/music_library_web/live/collection_live/show.ex:73
+#: lib/music_library_web/live/wishlist_live/show.ex:93
+#, elixir-autogen, elixir-format
+msgid "Genres populated successfully"
+msgstr ""
+
+#: lib/music_library_web/live/collection_live/show.html.heex:61
+#: lib/music_library_web/live/wishlist_live/show.html.heex:61
+#, elixir-autogen, elixir-format
+msgid "Populate"
+msgstr ""