diff --git a/frontend/src/components/modal/SuggestionsCategoryGroup.vue b/frontend/src/components/modal/SuggestionsCategoryGroup.vue
index 4a317f6..613af70 100644
--- a/frontend/src/components/modal/SuggestionsCategoryGroup.vue
+++ b/frontend/src/components/modal/SuggestionsCategoryGroup.vue
@@ -1,14 +1,25 @@
 <template>
   <div class="fc-sgroup">
-    <button
-      v-if="collapsible"
-      class="fc-sgroup__header fc-sgroup__header--btn"
-      @click="open = !open"
-    >
-      <v-icon size="small">{{ open ? 'mdi-chevron-down' : 'mdi-chevron-right' }}</v-icon>
-      {{ label }} ({{ items.length }})
-    </button>
-    <div v-else class="fc-sgroup__header">{{ label }}</div>
+    <div class="fc-sgroup__header-row">
+      <button
+        v-if="collapsible"
+        class="fc-sgroup__header fc-sgroup__header--btn"
+        @click="open = !open"
+      >
+        <v-icon size="small">{{ open ? 'mdi-chevron-down' : 'mdi-chevron-right' }}</v-icon>
+        {{ label }} ({{ items.length }})
+      </button>
+      <div v-else class="fc-sgroup__header">{{ label }}</div>
+      <!-- "Confirm what's right, reject the rest": clears every still-unhandled
+           suggestion in this section at once. Reversible (each stays flagged
+           rejected with one-click un-reject), so no confirm dialog. -->
+      <button
+        v-if="rejectableCount > 0"
+        class="fc-sgroup__reject-rest" type="button"
+        :title="`Reject the ${rejectableCount} remaining ${label} suggestion${rejectableCount === 1 ? '' : 's'}`"
+        @click="$emit('reject-all')"
+      >Reject rest</button>
+    </div>
 
     <div v-show="open" class="fc-sgroup__items">
       <SuggestionItem
@@ -25,7 +36,7 @@
 </template>
 
 <script setup>
-import { ref } from 'vue'
+import { computed, ref } from 'vue'
 import SuggestionItem from './SuggestionItem.vue'
 
 const props = defineProps({
@@ -34,24 +45,45 @@ const props = defineProps({
   collapsible: { type: Boolean, default: false },
   defaultOpen: { type: Boolean, default: true }
 })
-defineEmits(['accept', 'alias', 'remove-alias', 'dismiss', 'undismiss'])
+defineEmits(['accept', 'alias', 'remove-alias', 'dismiss', 'undismiss', 'reject-all'])
 
+// Still-unhandled suggestions (not yet rejected) — how many "Reject rest" clears.
+const rejectableCount = computed(() => props.items.filter((s) => !s.rejected).length)
 const open = ref(props.collapsible ? props.defaultOpen : true)
 </script>
 
 <style scoped>
 .fc-sgroup { margin-bottom: 10px; }
+.fc-sgroup__header-row {
+  display: flex; align-items: center; gap: 8px;
+  margin-bottom: 4px;
+}
 .fc-sgroup__header {
+  flex: 1 1 auto; min-width: 0;
   font-family: 'Inter', sans-serif;
   font-size: 11px; font-weight: 600;
   text-transform: uppercase; letter-spacing: 0.06em;
   color: rgb(var(--v-theme-on-surface-variant, var(--v-theme-on-surface)));
-  margin-bottom: 4px;
 }
 .fc-sgroup__header--btn {
   display: flex; align-items: center; gap: 4px;
   background: none; border: none; cursor: pointer;
-  padding: 0; width: 100%; text-align: left;
+  padding: 0; text-align: left;
   font: inherit; text-transform: uppercase; letter-spacing: 0.06em;
 }
+/* Section-level "reject the remaining" — subtle until hovered so it doesn't
+   compete with the per-row verdicts. */
+.fc-sgroup__reject-rest {
+  flex: 0 0 auto;
+  background: none; border: none; cursor: pointer;
+  font-family: 'Inter', sans-serif;
+  font-size: 10px; font-weight: 600;
+  text-transform: uppercase; letter-spacing: 0.04em;
+  color: rgb(var(--v-theme-error));
+  padding: 2px 5px; border-radius: 4px;
+}
+.fc-sgroup__reject-rest:hover { background: rgb(var(--v-theme-error), 0.1); }
+.fc-sgroup__reject-rest:focus-visible {
+  outline: 2px solid rgb(var(--v-theme-error)); outline-offset: 1px;
+}
 </style>
diff --git a/frontend/src/components/modal/SuggestionsPanel.vue b/frontend/src/components/modal/SuggestionsPanel.vue
index 79f7ba6..3e46480 100644
--- a/frontend/src/components/modal/SuggestionsPanel.vue
+++ b/frontend/src/components/modal/SuggestionsPanel.vue
@@ -25,6 +25,7 @@
         collapsible :default-open="true"
         @accept="onAccept" @alias="onAlias" @remove-alias="onRemoveAlias"
         @dismiss="onDismiss" @undismiss="onUndismiss"
+        @reject-all="onRejectAll('system')"
       />
       <SuggestionsCategoryGroup
         v-for="cat in peopleCats" :key="cat"
@@ -32,6 +33,7 @@
         :label="labelFor(cat)" :items="store.byCategory[cat] || []"
         @accept="onAccept" @alias="onAlias" @remove-alias="onRemoveAlias"
         @dismiss="onDismiss" @undismiss="onUndismiss"
+        @reject-all="onRejectAll(cat)"
       />
       <SuggestionsCategoryGroup
         v-if="store.byCategory.general && store.byCategory.general.length"
@@ -39,6 +41,7 @@
         collapsible :default-open="true"
         @accept="onAccept" @alias="onAlias" @remove-alias="onRemoveAlias"
         @dismiss="onDismiss" @undismiss="onUndismiss"
+        @reject-all="onRejectAll('general')"
       />
     </div>
 
@@ -76,6 +79,16 @@ const emit = defineEmits(['accepted', 'dismissed'])
 // re-focus the tag input — same return-to-input behaviour as accept.
 function onDismiss (s) { store.dismiss(s); emit('dismissed') }
 function onUndismiss (s) { store.undismiss(s); emit('dismissed') }
+// Section-level "Reject rest": dismiss every still-unhandled suggestion in the
+// category, then return focus to the input like a single reject does.
+async function onRejectAll (category) {
+  try {
+    await store.dismissRemaining(category)
+    emit('dismissed')
+  } catch (e) {
+    toast({ text: `Reject failed: ${e.message}`, type: 'error' })
+  }
+}
 const store = useSuggestionsStore()
 const modalStore = useModalStore()
 const host = props.host || modalStore
diff --git a/frontend/src/stores/suggestions.js b/frontend/src/stores/suggestions.js
index dacea56..e11a6f2 100644
--- a/frontend/src/stores/suggestions.js
+++ b/frontend/src/stores/suggestions.js
@@ -218,6 +218,29 @@ export const useSuggestionsStore = defineStore('suggestions', () => {
     }
   }
 
+  // Reject every still-unhandled suggestion in a category in one go ("confirm
+  // the good ones, reject the rest" — operator-asked 2026-07-06). Canonical tags
+  // persist a rejection and STAY flagged rejected (reversible, one-click
+  // un-reject); raw creates-new-tag rows drop client-side. Dispatched in parallel
+  // so a big section clears fast.
+  async function dismissRemaining(category) {
+    const imageId = currentImageId
+    if (imageId == null) return
+    const targets = (byCategory.value[category] || []).filter((s) => !s.rejected)
+    if (!targets.length) return
+    const canon = targets.filter((s) => s.canonical_tag_id != null)
+    const raw = targets.filter((s) => s.canonical_tag_id == null)
+    await Promise.all(canon.map((s) =>
+      api.post(`/api/images/${imageId}/suggestions/dismiss`, {
+        body: { tag_id: s.canonical_tag_id },
+      })
+    ))
+    if (currentImageId === imageId) {
+      canon.forEach((s) => _setRejectedEverywhere(s, true))
+      raw.forEach((s) => _dropEverywhere(s))
+    }
+  }
+
   // Undo a per-image dismissal — the suggestion reverts to a live row.
   async function undismiss(suggestion) {
     const imageId = currentImageId
@@ -232,7 +255,7 @@ export const useSuggestionsStore = defineStore('suggestions', () => {
 
   return {
     byCategory, allByCategory, loading, error,
-    load, loadAll, accept, aliasAccept, removeAlias, dismiss, undismiss,
-    findPending
+    load, loadAll, accept, aliasAccept, removeAlias, dismiss, dismissRemaining,
+    undismiss, findPending
   }
 })