diff --git a/app/services/tag_suggestions.py b/app/services/tag_suggestions.py
index 4de9922..36ae260 100644
--- a/app/services/tag_suggestions.py
+++ b/app/services/tag_suggestions.py
@@ -114,6 +114,27 @@ def _blocklisted_names() -> set[str]:
     return {row[0] for row in db.session.query(TagSuggestionBlocklistEntry.name).all()}
 
 
+def _rejected_names_for_image(image_id: int) -> set[str]:
+    """Tag names the user has rejected for this specific image. Includes
+    both explicit ✕ rejections on raw suggestions and the ✕/⊘ undo actions
+    on auto-accepted tags (both go through /suggestions/reject which writes
+    decision='rejected' rows). Once rejected for an image, a name stays
+    suppressed for that image so auto-accept doesn't re-apply it on the
+    next modal open."""
+    from app.models import SuggestionFeedback
+    rows = (
+        db.session
+        .query(SuggestionFeedback.tag_name)
+        .filter(
+            SuggestionFeedback.image_id == image_id,
+            SuggestionFeedback.decision == 'rejected',
+        )
+        .distinct()
+        .all()
+    )
+    return {r[0] for r in rows}
+
+
 
 
 def _wd14_suggestions(image_id: int, cfg: dict, already: set[str]) -> list[dict]:
@@ -247,6 +268,14 @@ def get_suggestions(
     if blocklist:
         merged = [s for s in merged if s['name'] not in blocklist]
 
+    # Drop names the user has already rejected for THIS image. Without this,
+    # auto-accept re-applies the same WD14 prediction every time the modal
+    # loads, and the user's ✕ click on an auto-accepted chip is immediately
+    # undone on the next view.
+    per_image_rejected = _rejected_names_for_image(image_id)
+    if per_image_rejected:
+        merged = [s for s in merged if s['name'] not in per_image_rejected]
+
     if existing_all is None:
         existing_all = _existing_tag_names()