diff --git a/app/lib/altsenelib.py b/app/lib/altsenelib.py
index 1c45fd4..f1aba3f 100644
--- a/app/lib/altsenelib.py
+++ b/app/lib/altsenelib.py
@@ -1,32 +1,80 @@
 from bs4 import BeautifulSoup
+import logging
+import os
+
+# import ML vision components
+try:
+    from ML_vision.predict import suggest_alt_text_for_img_tag
+
+    ML_VISION_AVAILABLE = True
+except ImportError:
+    ML_VISION_AVAILABLE = False
+    logging.warning(
+        "ML_vision modules not found. AI-powered alt text suggestions will be disabled."
+    )
+
 
 def analyze_image_tag(tag):
     issues = []
 
-    # 1. Check if alt attribute is missing
+    # Extract image source for ML prediction if needed
+    img_src = tag.get("src", "")
+
+    # Check if alt attribute is missing
     def is_alt_missing(tag):
-        return not tag.has_attr('alt')
+        return not tag.has_attr("alt")
 
-    # 2. Check if alt text is vague
+    # Check if alt text is vague
     def is_alt_vague(tag):
-        vague_terms = ['image', 'photo', 'picture', 'graphic']
-        alt_text = tag.get('alt', '').strip().lower()
-        return alt_text in vague_terms or len(alt_text) < 3
+        vague_terms = ["image", "photo", "picture", "graphic", "logo", "icon"]
+        alt_text = tag.get("alt", "").strip().lower()
+        return (
+            alt_text in vague_terms
+            or len(alt_text) < 3
+            or alt_text.endswith((".jpg", ".png", ".jpeg", ".gif"))
+        )
 
     # Apply checks
     if is_alt_missing(tag):
-        issues.append({
+        issue = {
             "module": "imagealt",
             "element": str(tag),
             "issue": "Missing alt attribute on image",
-            "help": "Add a meaningful alt attribute to describe the image for screen readers."
-        })
+            "help": "Add a meaningful alt attribute to describe the image for screen readers.",
+        }
+
+        # Add AI suggestion if available
+        if ML_VISION_AVAILABLE and img_src:
+            try:
+                suggestion = suggest_alt_text_for_img_tag(img_src)
+                if suggestion.get("success") and suggestion.get("suggested_alt"):
+                    issue["suggestion"] = (
+                        f"AI Suggested Alt Text: '{suggestion['suggested_alt']}'"
+                    )
+            except Exception as e:
+                logging.error(f"Error generating AI suggestion: {e}")
+
+        issues.append(issue)
+
     elif is_alt_vague(tag):
-        issues.append({
+        issue = {
             "module": "imagealt",
             "element": str(tag),
             "issue": "alt text is not Descriptive",
-            "help": "Avoid vague alt text like 'image' or 'photo'; describe the image content clearly."
-        })
+            "help": "Avoid vague alt text like 'image' or 'photo'; describe the image content clearly.",
+        }
+
+        # Add AI suggestion if available
+        if ML_VISION_AVAILABLE and img_src:
+            try:
+                suggestion = suggest_alt_text_for_img_tag(img_src)
+                if suggestion.get("success") and suggestion.get("suggested_alt"):
+                    issue["suggestion"] = (
+                        f"AI Suggested Alt Text: '{suggestion['suggested_alt']}'"
+                    )
+            except Exception as e:
+                logging.error(f"Error generating AI suggestion: {e}")
+
+        issues.append(issue)
 
     return issues