diff --git a/frontend/src/app/components/search-input/search-input.component.html b/frontend/src/app/components/search-input/search-input.component.html
index 7564172..3b88f78 100644
--- a/frontend/src/app/components/search-input/search-input.component.html
+++ b/frontend/src/app/components/search-input/search-input.component.html
@@ -15,9 +15,15 @@
     <h2>What would you prefer?</h2>
     <div *ngFor="let key of multiPresetsKeys" class="sub-group">
       <span class="label">{{key|translate}}:</span><br>
-      <mat-button-toggle-group [(ngModel)]="multiPresetSelection[key]" [value]="undefined">
-        <mat-button-toggle *ngFor="let preset of multiPresets.get(key)"
-                           [value]="preset.preset_id">{{preset.tag_label|translate}}</mat-button-toggle>
+      <mat-button-toggle-group [ngModel]="multiPresetSelection[key]" [value]="undefined">
+        <mat-button-toggle
+          #btn
+          (click)="btn.checked = onMultiPresetSelect(preset)"
+          *ngFor="let preset of multiPresets.get(key)"
+          [value]="preset.preset_id"
+        >
+          {{preset.tag_label|translate}}
+        </mat-button-toggle>
       </mat-button-toggle-group>
     </div>
   </section>
diff --git a/frontend/src/app/components/search-input/search-input.component.ts b/frontend/src/app/components/search-input/search-input.component.ts
index d584094..dc45174 100644
--- a/frontend/src/app/components/search-input/search-input.component.ts
+++ b/frontend/src/app/components/search-input/search-input.component.ts
@@ -79,4 +79,19 @@ export class SearchInputComponent implements OnInit {
 
     await this.router.navigate(['/search'], {queryParams: {q: objToBase64(query)}});
   }
+
+  /**
+   * Handles a (multi) preset click.
+   * @param preset The clicked preset
+   * @return If the button is selected
+   */
+  onMultiPresetSelect(preset: Preset) {
+    if (this.multiPresetSelection[preset.parameter] === preset.preset_id) {
+      this.multiPresetSelection[preset.parameter] = undefined;
+      return false;
+    } else {
+      this.multiPresetSelection[preset.parameter] = preset.preset_id;
+      return true;
+    }
+  }
 }