diff --git a/src/view/frontend/web/css/inspector.css b/src/view/frontend/web/css/inspector.css
index 134e1e83..dbb26381 100644
--- a/src/view/frontend/web/css/inspector.css
+++ b/src/view/frontend/web/css/inspector.css
@@ -461,19 +461,6 @@
     border-bottom-color: var(--mageforge-color-blue);
 }
 
-.mageforge-badge-new {
-    background: linear-gradient(135deg, var(--mageforge-color-amber) 0%, var(--mageforge-color-amber) 100%);
-    color: white;
-    font-size: 8px;
-    padding: 1px 4px;
-    border-radius: 4px;
-    font-weight: 700;
-    text-transform: uppercase;
-    letter-spacing: 0.05em;
-    box-shadow: 0 1px 2px rgba(0, 0, 0, 0.1);
-    animation: mageforge-pulse 2s infinite;
-}
-
 /* ============================================================================
    Info Sections & Data Display
    ========================================================================== */
diff --git a/src/view/frontend/web/js/inspector.js b/src/view/frontend/web/js/inspector.js
index 5d01a8c3..916b6d70 100644
--- a/src/view/frontend/web/js/inspector.js
+++ b/src/view/frontend/web/js/inspector.js
@@ -75,13 +75,6 @@ function _registerMageforgeInspector() {
         pageTimings: null,
         performanceObservers: [],
 
-        // Feature Discovery
-        MAX_NEW_BADGE_VIEWS: 5,
-        featureViews: {
-            'performance': 0,
-            'core-web-vitals': 0
-        },
-
         // ====================================================================
         // Lifecycle
         // ====================================================================
@@ -101,7 +94,6 @@ function _registerMageforgeInspector() {
             this.createFloatingButton();
             this.initWebVitalsTracking();
             this.cachePageTimings();
-            this.loadFeatureViews();
 
             // Dispatch init event for Hyvä integration
             this.$dispatch('mageforge:inspector:init');
@@ -141,39 +133,6 @@ function _registerMageforgeInspector() {
             }
         },
 
-        // ====================================================================
-        // Feature Views
-        // ====================================================================
-
-        loadFeatureViews() {
-            try {
-                const stored = localStorage.getItem('mageforge_feature_views');
-                if (stored) {
-                    this.featureViews = { ...this.featureViews, ...JSON.parse(stored) };
-                }
-            } catch (e) {
-                console.warn('MageForge: Failed to load feature views', e);
-            }
-        },
-
-        incrementFeatureViews() {
-            let changed = false;
-            ['performance', 'core-web-vitals'].forEach(feature => {
-                if (this.featureViews[feature] < this.MAX_NEW_BADGE_VIEWS) {
-                    this.featureViews[feature]++;
-                    changed = true;
-                }
-            });
-
-            if (changed) {
-                try {
-                    localStorage.setItem('mageforge_feature_views', JSON.stringify(this.featureViews));
-                } catch (e) {
-                    // Ignore storage errors
-                }
-            }
-        },
-
         // ====================================================================
         // Panel Data
         // ====================================================================
diff --git a/src/view/frontend/web/js/inspector/picker.js b/src/view/frontend/web/js/inspector/picker.js
index 2cbeb651..d064dd4f 100644
--- a/src/view/frontend/web/js/inspector/picker.js
+++ b/src/view/frontend/web/js/inspector/picker.js
@@ -136,7 +136,6 @@ export const pickerMethods = {
                 this.showHighlight(element);
                 this.updatePanelData(element);
                 this.showInfoBadge(element);
-                this.incrementFeatureViews();
             }, this.hoverDelay);
         } else if (!element && this.hoveredElement) {
             // Only hide highlight when leaving element, keep badge visible
diff --git a/src/view/frontend/web/js/inspector/tabs.js b/src/view/frontend/web/js/inspector/tabs.js
index b9919544..c88167ea 100644
--- a/src/view/frontend/web/js/inspector/tabs.js
+++ b/src/view/frontend/web/js/inspector/tabs.js
@@ -37,15 +37,6 @@ export const tabsMethods = {
             textSpan.textContent = tab.label;
             button.appendChild(textSpan);
 
-            // Show "New" badge for Performance and Core Web Vitals if seen < 5 times
-            if (['performance', 'core-web-vitals'].includes(tab.id) &&
-                (this.featureViews[tab.id] || 0) < this.MAX_NEW_BADGE_VIEWS) {
-                const badge = document.createElement('span');
-                badge.className = 'mageforge-badge-new';
-                badge.textContent = 'NEW';
-                button.appendChild(badge);
-            }
-
             button.onclick = (e) => {
                 e.preventDefault();
                 e.stopPropagation();