diff --git a/memento-note/app/actions/organize-notebook.ts b/memento-note/app/actions/organize-notebook.ts
index 72a1018..ab7cd4e 100644
--- a/memento-note/app/actions/organize-notebook.ts
+++ b/memento-note/app/actions/organize-notebook.ts
@@ -2,7 +2,7 @@
 
 import { auth } from '@/auth'
 import prisma from '@/lib/prisma'
-import { getAIProvider } from '@/lib/ai/factory'
+import { getChatProvider } from '@/lib/ai/factory'
 import { getSystemConfig } from '@/lib/config'
 import { revalidatePath } from 'next/cache'
 
@@ -119,10 +119,23 @@ Format de réponse JSON attendu:
   ]
 }`
 
-    // 5. Call AI
+    // 5. Call AI using the chat provider (not embeddings provider)
     const config = await getSystemConfig()
-    const provider = getAIProvider(config)
-    const rawResponse = await provider.generateText(prompt)
+    let provider
+    try {
+      provider = getChatProvider(config)
+    } catch (providerErr) {
+      console.error('[organize-notebook] Failed to get AI provider:', providerErr)
+      return { success: false, error: `Fournisseur IA non configuré : ${(providerErr as Error).message}` }
+    }
+
+    let rawResponse: string
+    try {
+      rawResponse = await provider.generateText(prompt)
+    } catch (aiErr) {
+      console.error('[organize-notebook] AI generateText failed:', aiErr)
+      return { success: false, error: `L'IA n'a pas pu répondre : ${(aiErr as Error).message}` }
+    }
 
     // 6. Parse AI response
     let parsed: { groups: Array<{ name: string; existingId?: string | null; noteIds: string[] }> }