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diff --git a/404.html b/404.html
@@ -274,11 +274,11 @@
 
 
     <li class="md-nav__item">
-      <a href="/how-it-works/" class="md-nav__link">
+      <a href="/how-it-works-standard/" class="md-nav__link">
 
 
   <span class="md-ellipsis">
-    2. How it works
+    2. How it works (Standard)
   </span>
 
 
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     <li class="md-nav__item">
-      <a href="/standard-rag-differences/" class="md-nav__link">
+      <a href="/how-it-works-rag/" class="md-nav__link">
 
 
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-    3. Standard vs. RAG Version
+    3. How it works (RAG)
   </span>
 
 

diff --git a/cleanup/index.html b/cleanup/index.html
@@ -283,11 +283,11 @@
 
 
     <li class="md-nav__item">
-      <a href="../how-it-works/" class="md-nav__link">
+      <a href="../how-it-works-standard/" class="md-nav__link">
 
 
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-    2. How it works
+    2. How it works (Standard)
   </span>
 
 
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     <li class="md-nav__item">
-      <a href="../standard-rag-differences/" class="md-nav__link">
+      <a href="../how-it-works-rag/" class="md-nav__link">
 
 
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-    3. Standard vs. RAG Version
+    3. How it works (RAG)
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diff --git a/standard-rag-differences/index.html → how-it-works-rag/index.html b/standard-rag-differences/index.html → how-it-works-rag/index.html
@@ -9,7 +9,7 @@
 
 
 
-        <link rel="prev" href="../how-it-works/">
+        <link rel="prev" href="../how-it-works-standard/">
 
 
         <link rel="next" href="../prerequisites/">
@@ -20,7 +20,7 @@
 
 
 
-        <title>3. Standard vs. RAG Version - Dynatrace Observability Lab: LLM Observability</title>
+        <title>3. How it works (RAG) - Dynatrace Observability Lab: LLM Observability</title>
 
 
 
@@ -110,7 +110,7 @@
         <div class="md-header__topic" data-md-component="header-topic">
           <span class="md-ellipsis">
 
-              3. Standard vs. RAG Version
+              3. How it works (RAG)
 
           </span>
         </div>
@@ -283,11 +283,11 @@
 
 
     <li class="md-nav__item">
-      <a href="../how-it-works/" class="md-nav__link">
+      <a href="../how-it-works-standard/" class="md-nav__link">
 
 
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-    2. How it works
+    2. How it works (Standard)
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@@ -314,7 +314,7 @@
 
 
   <span class="md-ellipsis">
-    3. Standard vs. RAG Version
+    3. How it works (RAG)
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   <span class="md-ellipsis">
-    3. Standard vs. RAG Version
+    3. How it works (RAG)
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@@ -572,10 +572,8 @@
 
 
 
-  <h1>3. Standard vs. RAG Version</h1>
+  <h1>3. How it works (RAG)</h1>
 
-<p>This demo is available in two flavors: <em>standard</em> and <em>RAG</em>.</p>
-<p>The "standard" demo uses OpenAI's ChatGPT (coupled with an on-cluster Weaviate cache) to look up destination advice for any destination.</p>
 <p>The "Retrieval-Augmented Generation" (RAG) version (available <a href="https://github.com/dynatrace-perfclinics/obslab-llm-observability/tree/ollama-pinecone" target="_blank">on the ollama-pinecone branch</a>) mimicks training an LLM on an internal knowledgebase. 
 It will produce custom destination advice for places the system has explicitly been trained on (the files in the <a href="https://github.com/dynatrace-perfclinics/obslab-llm-observability/tree/ollama-pinecone/destinations" target="_blank">destinations folder</a>).
 Namely, <code>Bali</code> and <code>Sydney</code>. For other locations, the model will provide an answer based on its own knowledge.

diff --git a/how-it-works/index.html → how-it-works-standard/index.html b/how-it-works/index.html → how-it-works-standard/index.html
@@ -12,15 +12,15 @@
         <link rel="prev" href="..">
 
 
-        <link rel="next" href="../standard-rag-differences/">
+        <link rel="next" href="../how-it-works-rag/">
 
 
       <link rel="icon" href="../assets/images/favicon.png">
       <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.5.30">
 
 
 
-        <title>2. How it works - Dynatrace Observability Lab: LLM Observability</title>
+        <title>2. How it works (Standard) - Dynatrace Observability Lab: LLM Observability</title>
 
 
 
@@ -110,7 +110,7 @@
         <div class="md-header__topic" data-md-component="header-topic">
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-              2. How it works
+              2. How it works (Standard)
 
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-    2. How it works
+    2. How it works (Standard)
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     <li class="md-nav__item">
-      <a href="../standard-rag-differences/" class="md-nav__link">
+      <a href="../how-it-works-rag/" class="md-nav__link">
 
 
   <span class="md-ellipsis">
-    3. Standard vs. RAG Version
+    3. How it works (RAG)
   </span>
 
 
@@ -572,7 +572,7 @@
 
 
 
-  <h1>2. How it works</h1>
+  <h1>2. How it works (Standard)</h1>
 
 <p>The user interacts with the demo app (travel advisor) on port <code>30100</code>. The app is monitored either via native OpenTelemetry.</p>
 <p>The user enters a destination (eg. <code>Sydney</code>):</p>
@@ -584,7 +584,7 @@ <h1>2. How it works</h1>
 </li>
 <li>The response is returned and cached so that subsequent calls for the same destination (eg. <code>Sydney</code>) are served from the cache. This saves roundtrips to ChatGPT and thus <code>$</code>.</li>
 </ul>
-<h2 id="click-here-to-continue-with-the-exercise"><a href="../standard-rag-differences/">&gt;&gt; Click here to continue with the exercise</a><a class="headerlink" href="#click-here-to-continue-with-the-exercise" title="Permanent link">#</a></h2>
+<h2 id="click-here-to-continue-with-the-exercise"><a href="../how-it-works-rag/">&gt;&gt; Click here to continue with the exercise</a><a class="headerlink" href="#click-here-to-continue-with-the-exercise" title="Permanent link">#</a></h2>
 
 
 

diff --git a/images/rag-architecture.jpg b/images/rag-architecture.jpg
diff --git a/index.html b/index.html
@@ -10,7 +10,7 @@
 
 
 
-        <link rel="next" href="how-it-works/">
+        <link rel="next" href="how-it-works-standard/">
 
 
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@@ -307,9 +307,18 @@
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
         <li class="md-nav__item">
-  <a href="#architecture" class="md-nav__link">
+  <a href="#standard-version-architecture" class="md-nav__link">
     <span class="md-ellipsis">
-      Architecture
+      Standard Version Architecture
+    </span>
+  </a>
+
+</li>
+
+        <li class="md-nav__item">
+  <a href="#rag-version-architecture" class="md-nav__link">
+    <span class="md-ellipsis">
+      RAG Version Architecture
     </span>
   </a>
 
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     <li class="md-nav__item">
-      <a href="how-it-works/" class="md-nav__link">
+      <a href="how-it-works-standard/" class="md-nav__link">
 
 
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-    2. How it works
+    2. How it works (Standard)
   </span>
 
 
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     <li class="md-nav__item">
-      <a href="standard-rag-differences/" class="md-nav__link">
+      <a href="how-it-works-rag/" class="md-nav__link">
 
 
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-    3. Standard vs. RAG Version
+    3. How it works (RAG)
   </span>
 
 
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     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
         <li class="md-nav__item">
-  <a href="#architecture" class="md-nav__link">
+  <a href="#standard-version-architecture" class="md-nav__link">
+    <span class="md-ellipsis">
+      Standard Version Architecture
+    </span>
+  </a>
+
+</li>
+
+        <li class="md-nav__item">
+  <a href="#rag-version-architecture" class="md-nav__link">
     <span class="md-ellipsis">
-      Architecture
+      RAG Version Architecture
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   </a>
 
@@ -614,11 +632,20 @@
 
 <h1 id="large-language-model-observability-with-dynatrace">Large Language Model Observability with Dynatrace<a class="headerlink" href="#large-language-model-observability-with-dynatrace" title="Permanent link">#</a></h1>
 <p>Demo application for giving travel advice written in Python. Observability signals by <a href="https://opentelemetry.io" target="_blank">OpenTelemetry</a> and <a href="https://www.traceloop.com/docs/openllmetry/introduction" target="_blank">OpenLLMetry</a>.</p>
-<p>Uses OpenAI ChatGPT to generate advice for a given destination.</p>
+<p>The demo application has two different versions:</p>
+<ul>
+<li>Standard</li>
+<li>Retrieval-augmented generation (RAG)</li>
+</ul>
+<p>The standard version uses OpenAI ChatGPT to generate advice for a given destination and use Weaviate as a cache layer.
+The RAG version uses Ollama to generate advice for a given destination and PineCone
+to fetch additional context to refine the advice provided by Ollama.</p>
 <p><img alt="title" src="images/screenshot.png" /></p>
 <p>This hands-on is also available as an <a href="https://info.dynatrace.com/apac-all-wb-ensure-ai-project-success-with-ai-observability-24973-registration.html" target="_blank">on-demand webinar</a>.</p>
-<h2 id="architecture">Architecture<a class="headerlink" href="#architecture" title="Permanent link">#</a></h2>
+<h2 id="standard-version-architecture">Standard Version Architecture<a class="headerlink" href="#standard-version-architecture" title="Permanent link">#</a></h2>
 <p><img alt="architecture" src="images/architecture.jpg" /></p>
+<h2 id="rag-version-architecture">RAG Version Architecture<a class="headerlink" href="#rag-version-architecture" title="Permanent link">#</a></h2>
+<p><img alt="architecture" src="images/rag-architecture.jpg" /></p>
 <h2 id="compatibility">Compatibility<a class="headerlink" href="#compatibility" title="Permanent link">#</a></h2>
 <table>
 <thead>
@@ -638,7 +665,7 @@ <h2 id="compatibility">Compatibility<a class="headerlink" href="#compatibility"
 </tr>
 </tbody>
 </table>
-<h2 id="click-here-to-start-the-tutorial"><a href="how-it-works/">&gt;&gt; Click here to start the tutorial...</a><a class="headerlink" href="#click-here-to-start-the-tutorial" title="Permanent link">#</a></h2>
+<h2 id="click-here-to-start-the-tutorial"><a href="how-it-works-standard/">&gt;&gt; Click here to start the tutorial...</a><a class="headerlink" href="#click-here-to-start-the-tutorial" title="Permanent link">#</a></h2>
 
 
 

diff --git a/prerequisites/index.html b/prerequisites/index.html
@@ -9,7 +9,7 @@
 
 
 
-        <link rel="prev" href="../standard-rag-differences/">
+        <link rel="prev" href="../how-it-works-rag/">
 
 
         <link rel="next" href="../setup/">
@@ -283,11 +283,11 @@
 
 
     <li class="md-nav__item">
-      <a href="../how-it-works/" class="md-nav__link">
+      <a href="../how-it-works-standard/" class="md-nav__link">
 
 
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-    2. How it works
+    2. How it works (Standard)
   </span>
 
 
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     <li class="md-nav__item">
-      <a href="../standard-rag-differences/" class="md-nav__link">
+      <a href="../how-it-works-rag/" class="md-nav__link">
 
 
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-    3. Standard vs. RAG Version
+    3. How it works (RAG)
   </span>
 
 

diff --git a/resources/index.html b/resources/index.html
@@ -283,11 +283,11 @@
 
 
     <li class="md-nav__item">
-      <a href="../how-it-works/" class="md-nav__link">
+      <a href="../how-it-works-standard/" class="md-nav__link">
 
 
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-    2. How it works
+    2. How it works (Standard)
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     <li class="md-nav__item">
-      <a href="../standard-rag-differences/" class="md-nav__link">
+      <a href="../how-it-works-rag/" class="md-nav__link">
 
 
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-    3. Standard vs. RAG Version
+    3. How it works (RAG)
   </span>