diff --git a/src/components/landing/FeaturesGrid.tsx b/src/components/landing/FeaturesGrid.tsx
index e798de4..d97c9fc 100644
--- a/src/components/landing/FeaturesGrid.tsx
+++ b/src/components/landing/FeaturesGrid.tsx
@@ -97,7 +97,7 @@ export default function FeaturesGrid() {
                 </li>
                 <li className="flex items-start">
                   <span className="mr-2 text-orange-400">•</span>
-                  Up to 30GB RAM for premium tiers
+                  Subgraph workspaces for AI memory and isolation
                 </li>
               </ul>
             </div>
@@ -132,15 +132,11 @@ export default function FeaturesGrid() {
               <ul className="space-y-2 text-sm text-gray-400">
                 <li className="flex items-start">
                   <span className="mr-2 text-emerald-400">•</span>
-                  BM25 full-text keyword matching
+                  Full-text and semantic search with hybrid scoring
                 </li>
                 <li className="flex items-start">
                   <span className="mr-2 text-emerald-400">•</span>
-                  KNN vector similarity with 384-dim embeddings
-                </li>
-                <li className="flex items-start">
-                  <span className="mr-2 text-emerald-400">•</span>
-                  Hybrid scoring across structured and unstructured data
+                  Search across structured and unstructured data
                 </li>
                 <li className="flex items-start">
                   <span className="mr-2 text-emerald-400">•</span>
diff --git a/src/components/landing/Footer.tsx b/src/components/landing/Footer.tsx
index 967bf86..56e3ac9 100644
--- a/src/components/landing/Footer.tsx
+++ b/src/components/landing/Footer.tsx
@@ -91,7 +91,7 @@ export default function Footer() {
               </li>
               <li>
                 <Link
-                  href="#applications"
+                  href="/#applications"
                   className="text-gray-400 transition-colors hover:text-white"
                 >
                   Applications
@@ -107,18 +107,10 @@ export default function Footer() {
               </li>
               <li>
                 <Link
-                  href="/login"
+                  href="/pricing"
                   className="text-gray-400 transition-colors hover:text-white"
                 >
-                  Login
-                </Link>
-              </li>
-              <li>
-                <Link
-                  href="/register"
-                  className="text-gray-400 transition-colors hover:text-white"
-                >
-                  Register
+                  Pricing
                 </Link>
               </li>
             </ul>
diff --git a/src/components/landing/IntegrationsSection.tsx b/src/components/landing/IntegrationsSection.tsx
index 46a5c9f..1515aae 100644
--- a/src/components/landing/IntegrationsSection.tsx
+++ b/src/components/landing/IntegrationsSection.tsx
@@ -228,7 +228,7 @@ export default function IntegrationsSection() {
                 </li>
               </ul>
             </div>
-            <div className="rounded-xl bg-black/50 p-4">
+            <div className="hidden rounded-xl bg-black/50 p-4 lg:block">
               <div className="mb-2 flex items-center gap-2 text-xs text-gray-500">
                 <span className="h-3 w-3 rounded-full bg-red-500"></span>
                 <span className="h-3 w-3 rounded-full bg-yellow-500"></span>
diff --git a/src/components/platform/GraphDashboard.tsx b/src/components/platform/GraphDashboard.tsx
index f288f8d..eadeb1b 100644
--- a/src/components/platform/GraphDashboard.tsx
+++ b/src/components/platform/GraphDashboard.tsx
@@ -121,7 +121,7 @@ export default function GraphDashboard() {
         {/* Platform Interface */}
         <div className="flex h-[550px]">
           {/* Sidebar */}
-          <div className="w-48 border-r border-gray-800 bg-zinc-950 p-4 lg:w-64">
+          <div className="hidden border-r border-gray-800 bg-zinc-950 p-4 md:block md:w-48 lg:w-64">
             <div className="mb-4 rounded-lg bg-zinc-900 px-3 py-2">
               <div className="flex items-center gap-2 text-sm text-gray-400">
                 <HiDatabase className="h-4 w-4" />
diff --git a/src/components/platform/SchemaArchitecture.tsx b/src/components/platform/SchemaArchitecture.tsx
index 83f354e..69cae79 100644
--- a/src/components/platform/SchemaArchitecture.tsx
+++ b/src/components/platform/SchemaArchitecture.tsx
@@ -96,12 +96,12 @@ export default function SchemaArchitecture() {
       <div className="relative mx-auto max-w-7xl px-4 sm:px-6 lg:px-8">
         <div className="mb-12 text-center">
           <h2 className="font-heading mb-4 text-3xl font-bold text-white sm:text-4xl">
-            Intelligent Graph Schema Architecture
+            Data Architecture & Search
           </h2>
           <p className="mx-auto max-w-3xl text-gray-400">
             Unify disparate financial data sources into a cohesive, queryable
-            knowledge graph that powers advanced analytics and AI-native
-            applications
+            knowledge graph with hybrid document search that powers advanced
+            analytics and AI-native applications
           </p>
         </div>
 
@@ -323,16 +323,16 @@ export default function SchemaArchitecture() {
                   strokeLinecap="round"
                   strokeLinejoin="round"
                   strokeWidth={2}
-                  d="M8 9l3 3-3 3m5 0h3M5 20h14a2 2 0 002-2V6a2 2 0 00-2-2H5a2 2 0 00-2 2v12a2 2 0 002 2z"
+                  d="M21 21l-6-6m2-5a7 7 0 11-14 0 7 7 0 0114 0z"
                 />
               </svg>
             </div>
             <h3 className="mb-2 text-lg font-semibold text-white">
-              Cypher Query Language
+              Document Search
             </h3>
             <p className="text-sm text-gray-400">
-              Traverse relationships with expressive graph queries—or let Claude
-              generate them from natural language via MCP
+              Search across filings, disclosures, and financial documents with
+              hybrid full-text and semantic matching powered by OpenSearch
             </p>
           </div>
         </div>