diff --git a/Gemfile b/Gemfile
index c687986..39f7147 100644
--- a/Gemfile
+++ b/Gemfile
@@ -10,6 +10,8 @@ gem 'ruby-openai'
 gem 'activegraph', '11.5.0.beta.3'
 gem 'neo4j-ruby-driver'
 gem 'yard'
+gem 'csv'
+gem 'ostruct'
 
 # Bundle edge Rails instead: gem "rails", github: "rails/rails", branch: "main"
 gem "rails", "~> 7.2.1"
diff --git a/Gemfile.lock b/Gemfile.lock
index 7c7ff74..8a64e4d 100644
--- a/Gemfile.lock
+++ b/Gemfile.lock
@@ -109,6 +109,7 @@ GEM
       fiber-local
       json
     crass (1.0.6)
+    csv (3.3.0)
     date (3.3.4)
     debug (1.9.2)
       irb (~> 1.10)
@@ -185,6 +186,7 @@ GEM
     nokogiri (1.16.7-x86_64-linux)
       racc (~> 1.4)
     orm_adapter (0.5.0)
+    ostruct (0.6.0)
     pg (1.5.7)
     pry (0.14.2)
       coderay (~> 1.1)
@@ -334,10 +336,12 @@ DEPENDENCIES
   activegraph (= 11.5.0.beta.3)
   bootsnap
   capybara
+  csv
   debug
   dotenv
   faker (~> 3.4, >= 3.4.2)
   neo4j-ruby-driver
+  ostruct
   pg
   pry
   puma (>= 5.0)
@@ -356,7 +360,7 @@ DEPENDENCIES
   yard
 
 RUBY VERSION
-   ruby 3.2.2p53
+   ruby 3.3.5p100
 
 BUNDLED WITH
    2.5.6
diff --git a/app/assets/stylesheets/icons.css b/app/assets/stylesheets/icons.css
index 039afb2..678de7d 100644
--- a/app/assets/stylesheets/icons.css
+++ b/app/assets/stylesheets/icons.css
@@ -8,3 +8,55 @@
   --icon-zoom: url(data:image/svg+xml;base64,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);
   --icon-zoom-light: url(data:image/svg+xml;base64,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);
 }
+
+.throbber,
+.throbber div {
+  box-sizing: border-box;
+}
+.throbber {
+  display: inline-block;
+  position: relative;
+  width: 80px;
+  height: 80px;
+}
+.throbber div {
+  position: absolute;
+  border: 4px solid var(--color-green);
+  opacity: 1;
+  border-radius: 50%;
+  animation: throbber 2s cubic-bezier(0, 0.2, 0.8, 1) infinite;
+}
+.throbber div:nth-child(2) {
+  animation-delay: -0.5s;
+}
+@keyframes throbber {
+  0% {
+    top: 36px;
+    left: 36px;
+    width: 8px;
+    height: 8px;
+    opacity: 0;
+  }
+  4.9% {
+    top: 36px;
+    left: 36px;
+    width: 8px;
+    height: 8px;
+    opacity: 0;
+  }
+  5% {
+    top: 36px;
+    left: 36px;
+    width: 8px;
+    height: 8px;
+    opacity: 1;
+  }
+  100% {
+    top: 0;
+    left: 0;
+    width: 80px;
+    height: 80px;
+    opacity: 0;
+  }
+}
+
diff --git a/app/assets/stylesheets/styles.css b/app/assets/stylesheets/styles.css
index 7cc3f72..20732c6 100644
--- a/app/assets/stylesheets/styles.css
+++ b/app/assets/stylesheets/styles.css
@@ -76,7 +76,7 @@
 ul,
  ol {
    list-style-position: inside;
-   margin: 1.5rem 0 1.5rem 1.5rem;
+   margin: 0 0 1.5rem 1.5rem;
  }
 
  em {
diff --git a/app/controllers/categories_controller.rb b/app/controllers/categories_controller.rb
index e571777..e255b91 100644
--- a/app/controllers/categories_controller.rb
+++ b/app/controllers/categories_controller.rb
@@ -4,6 +4,7 @@ class CategoriesController < ApplicationController
 
   def index
     @section_name = @question.label
+    @context = @question.context
     @categories = Category.where(context: @question.context.name).order(:name)
     @enqueued_at = params[:enqueued_at].present? ? Time.at(params[:enqueued_at].to_i).strftime("%T %Z") : nil
   end
@@ -14,7 +15,8 @@ def show
   end
 
   def new
-    @category = Category.new(name: "New Category", context: @question.context.name)
+    @category  = Category.new(name: "New Category", context: @question.context.name)
+    @context = @question.context
   end
 
   def create
diff --git a/app/controllers/codebooks_controller.rb b/app/controllers/codebooks_controller.rb
index 7890ec4..306e126 100644
--- a/app/controllers/codebooks_controller.rb
+++ b/app/controllers/codebooks_controller.rb
@@ -35,4 +35,16 @@ def show
 
   end
 
+  def enqueue_category_suggestions
+    question = Question.find(params[:codebook_id])
+    context = question.context
+    CategorySuggestionsJob.perform_async(context.id)
+    respond_to do |format|
+      format.turbo_stream do
+        render turbo_stream: turbo_stream.replace("frame-suggestions", partial: "/categories/suggestions", locals: { context: context, question: question, enqueued: params[:enqueued] })
+      end
+    end
+
+  end
+
 end
diff --git a/app/jobs/category_suggestions_job.rb b/app/jobs/category_suggestions_job.rb
new file mode 100644
index 0000000..9a91e3b
--- /dev/null
+++ b/app/jobs/category_suggestions_job.rb
@@ -0,0 +1,15 @@
+# This background job performs the Category derivation process.
+class CategorySuggestionsJob
+
+  include Sidekiq::Job
+
+  queue_as :default
+
+  def perform(context_id)
+    Rails.logger.info("CategorySuggestionsJob running with context id #{context_id}")
+    return unless context = Context.find(context_id)
+    context.suggest_categories
+    context.update_attribute(:suggestions_updated_at, DateTime.now)
+  end
+
+end
diff --git a/app/models/context.rb b/app/models/context.rb
index f054b60..513c4a4 100644
--- a/app/models/context.rb
+++ b/app/models/context.rb
@@ -7,4 +7,10 @@ class Context < ApplicationRecord
 
   has_many :questions
 
+  def suggest_categories
+    update_attribute(:suggested_categories, [])
+    categories = Services::SuggestCategories.perform(self.id).map{|category| category['category'] }
+    update_attribute(:suggested_categories, categories)
+  end
+
 end
diff --git a/app/models/services/suggest_categories.rb b/app/models/services/suggest_categories.rb
index b56e4af..0c91e32 100644
--- a/app/models/services/suggest_categories.rb
+++ b/app/models/services/suggest_categories.rb
@@ -1,7 +1,7 @@
 module Services
 	class SuggestCategories
 
-		attr_accessor :text
+		attr_accessor :context
 
 		# This is the prompt sent to the selected AI agent to provide instructions on category derivision.
 		PROMPT = %{
@@ -19,21 +19,25 @@ class SuggestCategories
 				]
 			}
 
-			The list of codes is:
+			The array of codes is:
 		}
 
-		def self.perform(text)
-			new(text).perform
+		def self.perform(context_id)
+			new(context_id).perform
 		end
 
-		def initialize(text)
-			@text = text
+		def initialize(context_id)
+			@context = Context.find(context_id)
 		end
 
 		# Uses the OpenAI client to pass the prompt and text through the API for sentiment analysis.
 		def perform
-			return false unless text.present?
-			response = Clients::OpenAi.request("#{PROMPT} #{text}")
+			return false unless context.present?
+			codes = Code.where(context: context.name).map(&:name)
+
+			response = Clients::OpenAi.request("#{PROMPT} #{codes}")
+			# response = { "categories" => [ { "category" => "divisions" }, { "category" => "third space" }, { "category" => "intergenerational" } ] }
+
 			return false unless response['categories'].present?
 			return response['categories']
  		end
diff --git a/app/views/categories/_suggestions.html.erb b/app/views/categories/_suggestions.html.erb
new file mode 100644
index 0000000..ed50ebd
--- /dev/null
+++ b/app/views/categories/_suggestions.html.erb
@@ -0,0 +1,23 @@
+<%= turbo_frame_tag "frame-suggestions" do %>
+
+  <% if enqueued && DateTime.parse(enqueued) > context.suggestions_updated_at %>
+    <div class="throbber"><div></div><div></div></div>
+    <script language="javascript">
+      function refreshSpinner() {
+        setInterval(() => {
+          console.log("firing");
+          location.reload();
+        }, 3000);
+      }
+      refreshSpinner();
+    </script>
+  <% else %>
+    <ul>
+      <% context.suggested_categories.each do |suggestion| %>
+        <li><%= suggestion %></li>
+      <% end %>
+    </ul>
+    <%= button_to "Get Suggestions", codebook_enqueue_category_suggestions_path(question.id, params: { enqueued: DateTime.now }, method: :put, form: { data: { turbo: true, turbo_stream: true } } ) %>
+  <% end %>
+
+<% end %>
diff --git a/app/views/categories/index.html.erb b/app/views/categories/index.html.erb
index f5dbcd8..1e5d260 100644
--- a/app/views/categories/index.html.erb
+++ b/app/views/categories/index.html.erb
@@ -16,10 +16,6 @@
 </div>
 
 <h2>Suggested Categories:</h2>
-<% if @enqueued_at %>
-  <p>Category suggestions were requested at <%= @enqueued_at %>. Please allow up to 2 minutes for the process to complete. You can reload the page to monitor progress.</p>
-<% else %>
-  <%= button_to "Get Suggestions", codebook_enqueue_categories_path(@question.id, params: { enqueued: true }, method: :put ) %>
-<% end %>
+<%= render partial: "suggestions", locals: { context: @context, question: @question, enqueued: nil } %>
 
 <%= render partial: "/shared/filtering" %>
diff --git a/app/views/categories/new.html.erb b/app/views/categories/new.html.erb
index f2c8fb9..550568d 100644
--- a/app/views/categories/new.html.erb
+++ b/app/views/categories/new.html.erb
@@ -2,15 +2,32 @@
 
 <h1>Add a Category</h1>
 
-<%= form_with model: @category, url: question_categories_path(question_id: @question.id) do |f| %>
-  <fieldset>
-  <%= label :name, "Name" %>
-  <%= f.text_field :name %>
-  </fieldset>
-  <fieldset>
-  <%= label :description, "Description" %>
-  <%= f.text_area :description  %>
-  </fieldset>
-  <%= f.hidden_field :context %>
-  <%= f.submit "Create" %>
-<% end %>
+<div class="two-column">
+
+  <div class="column">
+    <%= form_with model: @category, url: question_categories_path(question_id: @question.id) do |f| %>
+      <fieldset>
+      <%= label :name, "Name" %>
+      <%= f.text_field :name %>
+      </fieldset>
+      <fieldset>
+      <%= label :description, "Description" %>
+      <%= f.text_area :description  %>
+      </fieldset>
+      <%= f.hidden_field :context %>
+      <%= f.submit "Create" %>
+    <% end %>
+  </div>
+
+  <% if @context.suggested_categories.any? %>
+    <div class="column">
+      <h2>Suggested categories:</h2>
+      <ul>
+        <% @context.suggested_categories.each do |suggestion| %>
+          <li><%= suggestion %></li>
+        <% end %>
+      </ul>
+    </div>
+  <% end %>
+
+</div>
diff --git a/config/routes.rb b/config/routes.rb
index 3e9893a..ae1ada0 100644
--- a/config/routes.rb
+++ b/config/routes.rb
@@ -19,7 +19,7 @@
   resources :themes
 
   resources :codebooks do
-    post "enqueue_categories", action: "enqueue_categories"
+    post "enqueue_category_suggestions", action: "enqueue_category_suggestions"
   end
 
   resources :questions do
diff --git a/db/migrate/20241031002325_add_suggested_categories_to_context.rb b/db/migrate/20241031002325_add_suggested_categories_to_context.rb
new file mode 100644
index 0000000..9449947
--- /dev/null
+++ b/db/migrate/20241031002325_add_suggested_categories_to_context.rb
@@ -0,0 +1,6 @@
+class AddSuggestedCategoriesToContext < ActiveRecord::Migration[7.2]
+  def change
+    add_column :contexts, :suggested_categories, :string, array: true, default: []
+    add_column :contexts, :suggestions_updated_at, :datetime
+  end
+end
diff --git a/db/schema.rb b/db/schema.rb
index c09986e..0200d9f 100644
--- a/db/schema.rb
+++ b/db/schema.rb
@@ -10,7 +10,7 @@
 #
 # It's strongly recommended that you check this file into your version control system.
 
-ActiveRecord::Schema[7.2].define(version: 2024_10_30_190525) do
+ActiveRecord::Schema[7.2].define(version: 2024_10_31_002325) do
   # These are extensions that must be enabled in order to support this database
   enable_extension "pg_stat_statements"
   enable_extension "plpgsql"
@@ -56,6 +56,8 @@
     t.string "display_name"
     t.datetime "created_at", null: false
     t.datetime "updated_at", null: false
+    t.string "suggested_categories", default: [], array: true
+    t.datetime "suggestions_updated_at"
   end
 
   create_table "questions", force: :cascade do |t|