diff --git a/web/frontend-feedback-analytics/presentation/index.html b/web/frontend-feedback-analytics/presentation/index.html
index b32007a7d..908694592 100644
--- a/web/frontend-feedback-analytics/presentation/index.html
+++ b/web/frontend-feedback-analytics/presentation/index.html
@@ -56,16 +56,37 @@ <h1>Chat with <span>BC Laws</span></h1>
 					</div>
 					<h3>Technical presentation</h3>
 				</section>
+				<section>
+					<h2>Focused on search</h2>
+          <h4>indexing data and retrieval</h4>
+					<ul>
+						<li class="fragment">Knowledge Graph</li>
+						<li class="fragment">Local search (basic RAG)</li>
+						<li class="fragment">Multi-modal search</li>
+						<li class="fragment">Global search</li>
+						<li class="fragment">Temporal search</li>
+					</ul>
+				</section>
+				<section>
+					<h3>Our Priorities</h3>
+					<ul>
+						<li class="fragment">Optimize to run everything on-prem (CPU) or hybrid</li>
+						<li class="fragment">Using small embedding models</li>
+						<li class="fragment">Keeping cost low</li>
+						<li class="fragment">Control of our data</li>
+						<li class="fragment">No vendor lock-in</li>
+					</ul>
+				</section>
 				<section data-auto-animate>
 					<h2>What we will cover</h2>
 					<ul>
-						<li class="fragment">Introduction</li>
-						<li class="fragment">High level architecture</li>
-						<li class="fragment">Technologies used</li>
-						<li class="fragment">Preprocessing (HPC)</li>
-						<li class="fragment">MLOps</li>
-						<li class="fragment">Analytics</li>
-						<li class="fragment">Active Feedback</li>
+						<li class="fragment">Architecture</li>
+						<li class="fragment">Text Indexing</li>
+						<li class="fragment">Multi-modal Indexing</li>
+						<li class="fragment">Temporal Indexing</li>
+						<li class="fragment">MLOps & Analytics</li>
+						<li class="fragment">AI Model Training </li>
+						<li class="fragment">Public Cloud</li>
 						<li class="fragment">Challenges</li>
 						<li class="fragment">Q&A</li>
 					</ul>
@@ -184,15 +205,6 @@ <h2>Graph Database and vector store</h2>
 							</tbody>
 						</table>
 					</section>
-					<section>
-						<h2>HPC</h2>
-						<p>High Performance Computing for pre-processing the data</p>
-					</section>
-					<section>
-						<img
-							src="https://raw.githubusercontent.com/bcgov/citz-imb-ai/main/assets/system_architecture.jpg"
-						/>
-					</section>
           <section>
             <h2>Atomic Indexing</h2>
             <ul>
@@ -519,8 +531,17 @@ <h2>Indexing all the consolidations</h2>
 				<img src="https://raw.githubusercontent.com/bcgov/citz-imb-ai/main/assets/timeline_consolidation.jpg">
 			</section>
 			<section>
-				<img src="https://raw.githubusercontent.com/bcgov/citz-imb-ai/main/assets/consolidations.jpg">
+				<img src="https://raw.githubusercontent.com/bcgov/citz-imb-ai/main/assets/consolidation.jpg">
 			</section>
+					<section>
+						<h2>HPC</h2>
+						<p>High Performance Computing for pre-processing the data</p>
+					</section>
+					<section>
+						<img
+							src="https://raw.githubusercontent.com/bcgov/citz-imb-ai/main/assets/system_architecture.jpg"
+						/>
+					</section>
 		 </section>
 				</section>
 				<section>