diff --git a/surfsense_desktop/src/ipc/channels.ts b/surfsense_desktop/src/ipc/channels.ts
index a5209dcf3..2965f516f 100644
--- a/surfsense_desktop/src/ipc/channels.ts
+++ b/surfsense_desktop/src/ipc/channels.ts
@@ -11,4 +11,11 @@ export const IPC_CHANNELS = {
   REQUEST_ACCESSIBILITY: 'request-accessibility',
   REQUEST_INPUT_MONITORING: 'request-input-monitoring',
   RESTART_APP: 'restart-app',
+  // Autocomplete
+  AUTOCOMPLETE_CONTEXT: 'autocomplete-context',
+  ACCEPT_SUGGESTION: 'accept-suggestion',
+  DISMISS_SUGGESTION: 'dismiss-suggestion',
+  UPDATE_SUGGESTION_TEXT: 'update-suggestion-text',
+  SET_AUTOCOMPLETE_ENABLED: 'set-autocomplete-enabled',
+  GET_AUTOCOMPLETE_ENABLED: 'get-autocomplete-enabled',
 } as const;
diff --git a/surfsense_desktop/src/main.ts b/surfsense_desktop/src/main.ts
index bc164758b..9623be82e 100644
--- a/surfsense_desktop/src/main.ts
+++ b/surfsense_desktop/src/main.ts
@@ -6,6 +6,7 @@ import { setupDeepLinks, handlePendingDeepLink } from './modules/deep-links';
 import { setupAutoUpdater } from './modules/auto-updater';
 import { setupMenu } from './modules/menu';
 import { registerQuickAsk, unregisterQuickAsk } from './modules/quick-ask';
+import { registerAutocomplete, unregisterAutocomplete } from './modules/autocomplete';
 import { registerIpcHandlers } from './ipc/handlers';
 import { allPermissionsGranted } from './modules/permissions';
 
@@ -37,6 +38,7 @@ app.whenReady().then(async () => {
   const initialPath = getInitialPath();
   createMainWindow(initialPath);
   registerQuickAsk();
+  registerAutocomplete();
   setupAutoUpdater();
 
   handlePendingDeepLink();
@@ -56,4 +58,5 @@ app.on('window-all-closed', () => {
 
 app.on('will-quit', () => {
   unregisterQuickAsk();
+  unregisterAutocomplete();
 });
diff --git a/surfsense_desktop/src/modules/autocomplete.ts b/surfsense_desktop/src/modules/autocomplete.ts
new file mode 100644
index 000000000..2b877723f
--- /dev/null
+++ b/surfsense_desktop/src/modules/autocomplete.ts
@@ -0,0 +1,267 @@
+import { BrowserWindow, clipboard, ipcMain, screen, shell } from 'electron';
+import path from 'path';
+import { IPC_CHANNELS } from '../ipc/channels';
+import { allPermissionsGranted } from './permissions';
+import { getFieldContent, getFrontmostApp, hasAccessibilityPermission, simulatePaste } from './platform';
+import { getServerPort } from './server';
+import { getMainWindow } from './window';
+
+const DEBOUNCE_MS = 600;
+const TOOLTIP_WIDTH = 420;
+const TOOLTIP_HEIGHT = 140;
+
+let uIOhook: any = null;
+let UiohookKey: any = {};
+let IGNORED_KEYCODES: Set<number> = new Set();
+
+let suggestionWindow: BrowserWindow | null = null;
+let debounceTimer: ReturnType<typeof setTimeout> | null = null;
+let hookStarted = false;
+let autocompleteEnabled = true;
+let savedClipboard = '';
+let sourceApp = '';
+let pendingSuggestionText = '';
+
+function loadUiohook(): boolean {
+  if (uIOhook) return true;
+  try {
+    const mod = require('uiohook-napi');
+    uIOhook = mod.uIOhook;
+    UiohookKey = mod.UiohookKey;
+    IGNORED_KEYCODES = new Set([
+      UiohookKey.Shift, UiohookKey.ShiftRight,
+      UiohookKey.Ctrl, UiohookKey.CtrlRight,
+      UiohookKey.Alt, UiohookKey.AltRight,
+      UiohookKey.Meta, UiohookKey.MetaRight,
+      UiohookKey.CapsLock, UiohookKey.NumLock, UiohookKey.ScrollLock,
+      UiohookKey.F1, UiohookKey.F2, UiohookKey.F3, UiohookKey.F4,
+      UiohookKey.F5, UiohookKey.F6, UiohookKey.F7, UiohookKey.F8,
+      UiohookKey.F9, UiohookKey.F10, UiohookKey.F11, UiohookKey.F12,
+      UiohookKey.PrintScreen,
+      UiohookKey.Insert, UiohookKey.Delete,
+      UiohookKey.Home, UiohookKey.End,
+      UiohookKey.PageUp, UiohookKey.PageDown,
+      UiohookKey.ArrowUp, UiohookKey.ArrowDown,
+      UiohookKey.ArrowLeft, UiohookKey.ArrowRight,
+    ]);
+    console.log('[autocomplete] uiohook-napi loaded');
+    return true;
+  } catch (err) {
+    console.error('[autocomplete] Failed to load uiohook-napi:', err);
+    return false;
+  }
+}
+
+function destroySuggestion(): void {
+  if (suggestionWindow && !suggestionWindow.isDestroyed()) {
+    suggestionWindow.close();
+  }
+  suggestionWindow = null;
+}
+
+function clampToScreen(x: number, y: number, w: number, h: number): { x: number; y: number } {
+  const display = screen.getDisplayNearestPoint({ x, y });
+  const { x: dx, y: dy, width: dw, height: dh } = display.workArea;
+  return {
+    x: Math.max(dx, Math.min(x, dx + dw - w)),
+    y: Math.max(dy, Math.min(y, dy + dh - h)),
+  };
+}
+
+function createSuggestionWindow(x: number, y: number): BrowserWindow {
+  destroySuggestion();
+
+  const pos = clampToScreen(x, y + 20, TOOLTIP_WIDTH, TOOLTIP_HEIGHT);
+
+  suggestionWindow = new BrowserWindow({
+    width: TOOLTIP_WIDTH,
+    height: TOOLTIP_HEIGHT,
+    x: pos.x,
+    y: pos.y,
+    frame: false,
+    transparent: true,
+    focusable: false,
+    alwaysOnTop: true,
+    skipTaskbar: true,
+    resizable: false,
+    hasShadow: true,
+    type: 'panel',
+    webPreferences: {
+      preload: path.join(__dirname, 'preload.js'),
+      contextIsolation: true,
+      nodeIntegration: false,
+      sandbox: true,
+    },
+    show: false,
+  });
+
+  suggestionWindow.loadURL(`http://localhost:${getServerPort()}/desktop/suggestion?t=${Date.now()}`);
+
+  suggestionWindow.once('ready-to-show', () => {
+    suggestionWindow?.showInactive();
+  });
+
+  suggestionWindow.webContents.setWindowOpenHandler(({ url }) => {
+    if (url.startsWith('http://localhost')) {
+      return { action: 'allow' };
+    }
+    shell.openExternal(url);
+    return { action: 'deny' };
+  });
+
+  suggestionWindow.on('closed', () => {
+    suggestionWindow = null;
+  });
+
+  return suggestionWindow;
+}
+
+function clearDebounce(): void {
+  if (debounceTimer) {
+    clearTimeout(debounceTimer);
+    debounceTimer = null;
+  }
+}
+
+function isSurfSenseWindow(): boolean {
+  const app = getFrontmostApp();
+  return app === 'Electron' || app === 'SurfSense' || app === 'surfsense-desktop';
+}
+
+function onKeyDown(event: { keycode: number; ctrlKey?: boolean; metaKey?: boolean; altKey?: boolean }): void {
+  if (!autocompleteEnabled) return;
+
+  if (event.keycode === UiohookKey.Tab && suggestionWindow && !suggestionWindow.isDestroyed()) {
+    if (pendingSuggestionText) {
+      acceptAndInject(pendingSuggestionText);
+    }
+    return;
+  }
+
+  if (event.keycode === UiohookKey.Escape) {
+    if (suggestionWindow && !suggestionWindow.isDestroyed()) {
+      destroySuggestion();
+      pendingSuggestionText = '';
+    }
+    clearDebounce();
+    return;
+  }
+
+  if (IGNORED_KEYCODES.has(event.keycode)) return;
+  if (event.ctrlKey || event.metaKey || event.altKey) return;
+  if (isSurfSenseWindow()) return;
+
+  if (suggestionWindow && !suggestionWindow.isDestroyed()) {
+    destroySuggestion();
+  }
+
+  clearDebounce();
+  debounceTimer = setTimeout(() => {
+    triggerAutocomplete();
+  }, DEBOUNCE_MS);
+}
+
+async function triggerAutocomplete(): Promise<void> {
+  if (!hasAccessibilityPermission()) return;
+  if (isSurfSenseWindow()) return;
+
+  const fieldContent = getFieldContent();
+  if (!fieldContent || !fieldContent.text.trim()) return;
+  if (fieldContent.text.trim().length < 5) return;
+
+  sourceApp = getFrontmostApp();
+  savedClipboard = clipboard.readText();
+
+  const cursor = screen.getCursorScreenPoint();
+  const win = createSuggestionWindow(cursor.x, cursor.y);
+
+  let searchSpaceId = '1';
+  const mainWin = getMainWindow();
+  if (mainWin && !mainWin.isDestroyed()) {
+    const mainUrl = mainWin.webContents.getURL();
+    const match = mainUrl.match(/\/dashboard\/(\d+)/);
+    if (match) {
+      searchSpaceId = match[1];
+    }
+  }
+
+  win.webContents.once('did-finish-load', () => {
+    if (suggestionWindow && !suggestionWindow.isDestroyed()) {
+      suggestionWindow.webContents.send(IPC_CHANNELS.AUTOCOMPLETE_CONTEXT, {
+        text: fieldContent.text,
+        cursorPosition: fieldContent.cursorPosition,
+        searchSpaceId,
+      });
+    }
+  });
+}
+
+async function acceptAndInject(text: string): Promise<void> {
+  if (!sourceApp) return;
+  if (!hasAccessibilityPermission()) return;
+
+  clipboard.writeText(text);
+  destroySuggestion();
+  pendingSuggestionText = '';
+
+  try {
+    await new Promise((r) => setTimeout(r, 50));
+    simulatePaste();
+    await new Promise((r) => setTimeout(r, 100));
+    clipboard.writeText(savedClipboard);
+  } catch {
+    clipboard.writeText(savedClipboard);
+  }
+}
+
+function registerIpcHandlers(): void {
+  ipcMain.handle(IPC_CHANNELS.ACCEPT_SUGGESTION, async (_event, text: string) => {
+    await acceptAndInject(text);
+  });
+  ipcMain.handle(IPC_CHANNELS.DISMISS_SUGGESTION, () => {
+    destroySuggestion();
+    pendingSuggestionText = '';
+  });
+  ipcMain.handle(IPC_CHANNELS.UPDATE_SUGGESTION_TEXT, (_event, text: string) => {
+    pendingSuggestionText = text;
+  });
+  ipcMain.handle(IPC_CHANNELS.SET_AUTOCOMPLETE_ENABLED, (_event, enabled: boolean) => {
+    autocompleteEnabled = enabled;
+    if (!enabled) {
+      clearDebounce();
+      destroySuggestion();
+    }
+  });
+  ipcMain.handle(IPC_CHANNELS.GET_AUTOCOMPLETE_ENABLED, () => autocompleteEnabled);
+}
+
+export function registerAutocomplete(): void {
+  registerIpcHandlers();
+
+  if (!allPermissionsGranted()) {
+    console.log('[autocomplete] Permissions not granted — hook not started');
+    return;
+  }
+
+  if (!loadUiohook()) {
+    console.error('[autocomplete] Cannot start: uiohook-napi failed to load');
+    return;
+  }
+
+  uIOhook.on('keydown', onKeyDown);
+  try {
+    uIOhook.start();
+    hookStarted = true;
+    console.log('[autocomplete] uIOhook started');
+  } catch (err) {
+    console.error('[autocomplete] uIOhook.start() failed:', err);
+  }
+}
+
+export function unregisterAutocomplete(): void {
+  clearDebounce();
+  destroySuggestion();
+  if (uIOhook && hookStarted) {
+    try { uIOhook.stop(); } catch { /* already stopped */ }
+  }
+}
diff --git a/surfsense_desktop/src/modules/platform.ts b/surfsense_desktop/src/modules/platform.ts
index 37e126799..262866d07 100644
--- a/surfsense_desktop/src/modules/platform.ts
+++ b/surfsense_desktop/src/modules/platform.ts
@@ -53,3 +53,43 @@ export function checkAccessibilityPermission(): boolean {
   if (process.platform !== 'darwin') return true;
   return systemPreferences.isTrustedAccessibilityClient(true);
 }
+
+export function hasAccessibilityPermission(): boolean {
+  if (process.platform !== 'darwin') return true;
+  return systemPreferences.isTrustedAccessibilityClient(false);
+}
+
+export interface FieldContent {
+  text: string;
+  cursorPosition: number;
+}
+
+export function getFieldContent(): FieldContent | null {
+  if (process.platform !== 'darwin') return null;
+
+  try {
+    const text = execSync(
+      'osascript -e \'tell application "System Events" to get value of attribute "AXValue" of focused UI element of first application process whose frontmost is true\'',
+      { timeout: 500 }
+    ).toString().trim();
+
+    let cursorPosition = text.length;
+    try {
+      const rangeStr = execSync(
+        'osascript -e \'tell application "System Events" to get value of attribute "AXSelectedTextRange" of focused UI element of first application process whose frontmost is true\'',
+        { timeout: 500 }
+      ).toString().trim();
+
+      const locationMatch = rangeStr.match(/location[:\s]*(\d+)/i);
+      if (locationMatch) {
+        cursorPosition = parseInt(locationMatch[1], 10);
+      }
+    } catch {
+      // Fall back to end of text
+    }
+
+    return { text, cursorPosition };
+  } catch {
+    return null;
+  }
+}
diff --git a/surfsense_desktop/src/preload.ts b/surfsense_desktop/src/preload.ts
index 069276489..956afcc46 100644
--- a/surfsense_desktop/src/preload.ts
+++ b/surfsense_desktop/src/preload.ts
@@ -26,4 +26,17 @@ contextBridge.exposeInMainWorld('electronAPI', {
   requestAccessibility: () => ipcRenderer.invoke(IPC_CHANNELS.REQUEST_ACCESSIBILITY),
   requestInputMonitoring: () => ipcRenderer.invoke(IPC_CHANNELS.REQUEST_INPUT_MONITORING),
   restartApp: () => ipcRenderer.invoke(IPC_CHANNELS.RESTART_APP),
+  // Autocomplete
+  onAutocompleteContext: (callback: (data: { text: string; cursorPosition: number; searchSpaceId?: string }) => void) => {
+    const listener = (_event: unknown, data: { text: string; cursorPosition: number; searchSpaceId?: string }) => callback(data);
+    ipcRenderer.on(IPC_CHANNELS.AUTOCOMPLETE_CONTEXT, listener);
+    return () => {
+      ipcRenderer.removeListener(IPC_CHANNELS.AUTOCOMPLETE_CONTEXT, listener);
+    };
+  },
+  acceptSuggestion: (text: string) => ipcRenderer.invoke(IPC_CHANNELS.ACCEPT_SUGGESTION, text),
+  dismissSuggestion: () => ipcRenderer.invoke(IPC_CHANNELS.DISMISS_SUGGESTION),
+  updateSuggestionText: (text: string) => ipcRenderer.invoke(IPC_CHANNELS.UPDATE_SUGGESTION_TEXT, text),
+  setAutocompleteEnabled: (enabled: boolean) => ipcRenderer.invoke(IPC_CHANNELS.SET_AUTOCOMPLETE_ENABLED, enabled),
+  getAutocompleteEnabled: () => ipcRenderer.invoke(IPC_CHANNELS.GET_AUTOCOMPLETE_ENABLED),
 });