diff --git a/l10n/en-US/viewer.ftl b/l10n/en-US/viewer.ftl
index 9c6636de7..ee2f85e98 100644
--- a/l10n/en-US/viewer.ftl
+++ b/l10n/en-US/viewer.ftl
@@ -532,15 +532,6 @@ pdfjs-editor-alt-text-settings-automatic-title = Automatic alt text
 pdfjs-editor-alt-text-settings-create-model-button-label = Create alt text automatically
 pdfjs-editor-alt-text-settings-create-model-description = Suggests descriptions to help people who can’t see the image or when the image doesn’t load.
 
-# Variables:
-#   $totalSize (Number) - the total size (in MB) of the AI model.
-pdfjs-editor-alt-text-settings-download-model-label = Alt text AI model ({ $totalSize } MB)
-
-pdfjs-editor-alt-text-settings-ai-model-description = Runs locally on your device so your data stays private. Required for automatic alt text.
-pdfjs-editor-alt-text-settings-delete-model-button = Delete
-pdfjs-editor-alt-text-settings-download-model-button = Download
-pdfjs-editor-alt-text-settings-downloading-model-button = Downloading…
-
 pdfjs-editor-alt-text-settings-editor-title = Alt text editor
 pdfjs-editor-alt-text-settings-show-dialog-button-label = Show alt text editor right away when adding an image
 pdfjs-editor-alt-text-settings-show-dialog-description = Helps you make sure all your images have alt text.
diff --git a/web/annotation_editor_layer_builder.css b/web/annotation_editor_layer_builder.css
index e7d80a797..32af44726 100644
--- a/web/annotation_editor_layer_builder.css
+++ b/web/annotation_editor_layer_builder.css
@@ -1390,22 +1390,6 @@
       display: flex;
       flex-direction: column;
       gap: 12px;
-
-      button {
-        width: fit-content;
-      }
-
-      &.download {
-        #deleteModelButton {
-          display: none;
-        }
-      }
-
-      &:not(.download) {
-        #downloadModelButton {
-          display: none;
-        }
-      }
     }
 
     #automaticAltText,
diff --git a/web/new_alt_text_manager.js b/web/new_alt_text_manager.js
index a7e73c8ab..3832aec82 100644
--- a/web/new_alt_text_manager.js
+++ b/web/new_alt_text_manager.js
@@ -522,12 +522,8 @@ class NewAltTextManager {
 }
 
 class ImageAltTextSettings {
-  #aiModelSettings;
-
   #createModelButton;
 
-  #downloadModelButton;
-
   #dialog;
 
   #eventBus;
@@ -542,11 +538,8 @@ class ImageAltTextSettings {
     {
       dialog,
       createModelButton,
-      aiModelSettings,
       learnMore,
       closeButton,
-      deleteModelButton,
-      downloadModelButton,
       showAltTextDialogButton,
     },
     overlayManager,
@@ -554,9 +547,7 @@ class ImageAltTextSettings {
     mlManager
   ) {
     this.#dialog = dialog;
-    this.#aiModelSettings = aiModelSettings;
     this.#createModelButton = createModelButton;
-    this.#downloadModelButton = downloadModelButton;
     this.#showAltTextDialogButton = showAltTextDialogButton;
     this.#overlayManager = overlayManager;
     this.#eventBus = eventBus;
@@ -571,6 +562,7 @@ class ImageAltTextSettings {
 
     createModelButton.addEventListener("click", async e => {
       const checked = this.#togglePref("enableGuessAltText", e);
+      await (checked ? this.#download(true) : this.#delete(true));
       await mlManager.toggleService("altText", checked);
       this.#reportTelemetry({
         type: "stamp",
@@ -588,12 +580,6 @@ class ImageAltTextSettings {
       });
     });
 
-    deleteModelButton.addEventListener("click", this.#delete.bind(this, true));
-    downloadModelButton.addEventListener(
-      "click",
-      this.#download.bind(this, true)
-    );
-
     closeButton.addEventListener("click", this.#finish.bind(this));
 
     learnMore.addEventListener("click", () => {
@@ -627,29 +613,12 @@ class ImageAltTextSettings {
 
   async #download(isFromUI = false) {
     if (isFromUI) {
-      this.#downloadModelButton.disabled = true;
-      const span = this.#downloadModelButton.firstElementChild;
-      span.setAttribute(
-        "data-l10n-id",
-        "pdfjs-editor-alt-text-settings-downloading-model-button"
-      );
-
       await this.#mlManager.downloadModel("altText");
 
-      span.setAttribute(
-        "data-l10n-id",
-        "pdfjs-editor-alt-text-settings-download-model-button"
-      );
-
-      this.#createModelButton.disabled = false;
       this.#setPref("enableGuessAltText", true);
       this.#mlManager.toggleService("altText", true);
       this.#setPref("enableAltTextModelDownload", true);
-      this.#downloadModelButton.disabled = false;
     }
-
-    this.#aiModelSettings.classList.toggle("download", false);
-    this.#createModelButton.setAttribute("aria-pressed", true);
   }
 
   async #delete(isFromUI = false) {
@@ -659,14 +628,11 @@ class ImageAltTextSettings {
       this.#setPref("enableAltTextModelDownload", false);
     }
 
-    this.#aiModelSettings.classList.toggle("download", true);
-    this.#createModelButton.disabled = true;
     this.#createModelButton.setAttribute("aria-pressed", false);
   }
 
   async open({ enableGuessAltText, enableNewAltTextWhenAddingImage }) {
     const { enableAltTextModelDownload } = this.#mlManager;
-    this.#createModelButton.disabled = !enableAltTextModelDownload;
     this.#createModelButton.setAttribute(
       "aria-pressed",
       enableAltTextModelDownload && enableGuessAltText
@@ -675,10 +641,6 @@ class ImageAltTextSettings {
       "aria-pressed",
       enableNewAltTextWhenAddingImage
     );
-    this.#aiModelSettings.classList.toggle(
-      "download",
-      !enableAltTextModelDownload
-    );
 
     await this.#overlayManager.open(this.#dialog);
     this.#reportTelemetry({
diff --git a/web/viewer.html b/web/viewer.html
index d0abe5e17..42b2345e7 100644
--- a/web/viewer.html
+++ b/web/viewer.html
@@ -1059,20 +1059,6 @@ See https://github.com/adobe-type-tools/cmap-resources
                     ></a>
                   </div>
                 </div>
-                <div id="aiModelSettings">
-                  <div>
-                    <span data-l10n-id="pdfjs-editor-alt-text-settings-download-model-label" data-l10n-args='{ "totalSize": 180 }'></span>
-                    <div id="aiModelDescription" class="description">
-                      <span data-l10n-id="pdfjs-editor-alt-text-settings-ai-model-description"></span>
-                    </div>
-                  </div>
-                  <button id="deleteModelButton" type="button" class="secondaryButton" tabindex="0">
-                    <span data-l10n-id="pdfjs-editor-alt-text-settings-delete-model-button"></span>
-                  </button>
-                  <button id="downloadModelButton" type="button" class="secondaryButton" tabindex="0">
-                    <span data-l10n-id="pdfjs-editor-alt-text-settings-download-model-button"></span>
-                  </button>
-                </div>
               </div>
             </div>
             <div class="dialogSeparator"></div>
diff --git a/web/viewer.js b/web/viewer.js
index dc6696c69..0e86d3c2d 100644
--- a/web/viewer.js
+++ b/web/viewer.js
@@ -219,10 +219,7 @@ function getViewerConfiguration() {
     altTextSettingsDialog: {
       dialog: document.getElementById("altTextSettingsDialog"),
       createModelButton: document.getElementById("createModelButton"),
-      aiModelSettings: document.getElementById("aiModelSettings"),
       learnMore: document.getElementById("altTextSettingsLearnMore"),
-      deleteModelButton: document.getElementById("deleteModelButton"),
-      downloadModelButton: document.getElementById("downloadModelButton"),
       showAltTextDialogButton: document.getElementById(
         "showAltTextDialogButton"
       ),