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diff --git a/public/realestate.png b/public/realestate.png
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diff --git a/public/realestate.webp b/public/realestate.webp
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diff --git a/scripts/optimize_images.py b/scripts/optimize_images.py
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--- /dev/null
+++ b/scripts/optimize_images.py
@@ -0,0 +1,108 @@
+import os
+import shutil
+from PIL import Image
+
+def get_target_max_dimension(rel_path: str, filename: str) -> int:
+    path_lower = rel_path.lower()
+    name_lower = filename.lower()
+    
+    # Small UI icons
+    if 'icon' in name_lower or 'icon' in path_lower:
+        return 512
+    # Logos
+    elif 'logo' in name_lower:
+        return 800
+    # Full background banners
+    elif 'bg' in name_lower or 'background' in name_lower:
+        return 1920
+    # Diagrams / mind maps / hero screenshots
+    elif 'hero' in name_lower or 'dashboard' in name_lower or 'mindmap' in name_lower:
+        return 1600
+    # General feature cards / how-it-works / screenshots
+    else:
+        return 1200
+
+def optimize_public_assets():
+    base_dir = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    public_dir = os.path.join(base_dir, 'public')
+    backup_dir = os.path.join(base_dir, 'public_raw_backup')
+    
+    print(f"=== DocQube Landing Asset Optimizer ===")
+    print(f"Public directory: {public_dir}")
+    print(f"Backup directory: {backup_dir}")
+    
+    # 1. Create a full safety backup of original images if not already backed up
+    if not os.path.exists(backup_dir):
+        print("\nCreating safety backup of raw originals in public_raw_backup/...")
+        shutil.copytree(public_dir, backup_dir)
+        print("[OK] Safety backup complete.")
+    else:
+        print("\nSafety backup already exists in public_raw_backup/.")
+        
+    initial_total_bytes = 0
+    final_total_bytes = 0
+    optimized_count = 0
+    
+    # Walk through public directory
+    for root, _, files in os.walk(public_dir):
+        for f in files:
+            ext = os.path.splitext(f)[1].lower()
+            if ext not in ['.png', '.jpg', '.jpeg']:
+                continue
+                
+            file_path = os.path.join(root, f)
+            rel_path = os.path.relpath(file_path, public_dir)
+            orig_size = os.path.getsize(file_path)
+            initial_total_bytes += orig_size
+            
+            try:
+                with Image.open(file_path) as im:
+                    orig_w, orig_h = im.size
+                    max_dim = get_target_max_dimension(rel_path, f)
+                    scale = min(1.0, max_dim / max(orig_w, orig_h))
+                    
+                    if scale < 1.0:
+                        new_w = max(1, int(orig_w * scale))
+                        new_h = max(1, int(orig_h * scale))
+                        # Lanczos high quality resampling
+                        processed = im.resize((new_w, new_h), Image.Resampling.LANCZOS)
+                    else:
+                        processed = im.copy()
+                    
+                    # 1. Save optimized WebP next to it (e.g. securityicon1.webp)
+                    webp_path = os.path.splitext(file_path)[0] + '.webp'
+                    processed.save(webp_path, 'WEBP', quality=86, method=6)
+                    
+                    # 2. Overwrite the .png/.jpg in place with optimized version
+                    # This ensures all existing <img src="...png"> tags in React/Next.js
+                    # immediately load the ultra-fast compressed image without breaking any code!
+                    if ext == '.png':
+                        processed.save(file_path, 'PNG', optimize=True, compress_level=9)
+                    else:
+                        processed.save(file_path, 'JPEG', quality=86, optimize=True)
+                        
+                    new_size = os.path.getsize(file_path)
+                    final_total_bytes += new_size
+                    optimized_count += 1
+                    
+                    reduction = (1 - (new_size / orig_size)) * 100 if orig_size > 0 else 0
+                    if orig_size > 300 * 1024 or reduction > 40:
+                        print(f"Optimized {rel_path}: {orig_size/1024:.1f}KB ({orig_w}x{orig_h}) -> {new_size/1024:.1f}KB (-{reduction:.1f}%)")
+                        
+            except Exception as e:
+                print(f"Error processing {rel_path}: {e}")
+                final_total_bytes += orig_size
+                
+    saved_bytes = initial_total_bytes - final_total_bytes
+    print(f"\n==========================================")
+    print(f"Optimization Complete!")
+    print(f"Total images processed: {optimized_count}")
+    print(f"Original size: {initial_total_bytes / (1024*1024):.2f} MB")
+    print(f"New size:      {final_total_bytes / (1024*1024):.2f} MB")
+    print(f"Total saved:   {saved_bytes / (1024*1024):.2f} MB (-{(saved_bytes / initial_total_bytes)*100:.1f}%)")
+    print(f"WebP copies:   Generated for all assets")
+    print(f"Originals:     Preserved safely in 'public_raw_backup/'")
+    print(f"==========================================")
+
+if __name__ == '__main__':
+    optimize_public_assets()