diff --git a/servers/fastapi/api/v1/ppt/endpoints/outlines.py b/servers/fastapi/api/v1/ppt/endpoints/outlines.py
index b0ec47af..f1eff7ba 100644
--- a/servers/fastapi/api/v1/ppt/endpoints/outlines.py
+++ b/servers/fastapi/api/v1/ppt/endpoints/outlines.py
@@ -87,7 +87,8 @@ async def stream_outlines(
 
         presentation.outlines = presentation_outlines.model_dump()
         presentation.title = (
-            presentation_outlines.slides[0][:50]
+            presentation_outlines.slides[0]
+            .content[:50]
             .replace("#", "")
             .replace("/", "")
             .replace("\\", "")
diff --git a/servers/fastapi/models/document_chunk.py b/servers/fastapi/models/document_chunk.py
index 6861e4fb..a7500be9 100644
--- a/servers/fastapi/models/document_chunk.py
+++ b/servers/fastapi/models/document_chunk.py
@@ -1,5 +1,7 @@
 from pydantic import BaseModel
 
+from models.presentation_outline_model import SlideOutlineModel
+
 
 class DocumentChunk(BaseModel):
     heading: str
@@ -7,5 +9,5 @@ class DocumentChunk(BaseModel):
     heading_index: int
     score: float
 
-    def to_slide_outline(self) -> str:
-        return f"{self.heading}\n{self.content}"
+    def to_slide_outline(self) -> SlideOutlineModel:
+        return SlideOutlineModel(content=f"{self.heading}\n{self.content}")
diff --git a/servers/fastapi/models/presentation_outline_model.py b/servers/fastapi/models/presentation_outline_model.py
index ad55ae4b..01a3b2b7 100644
--- a/servers/fastapi/models/presentation_outline_model.py
+++ b/servers/fastapi/models/presentation_outline_model.py
@@ -2,8 +2,12 @@ from typing import List
 from pydantic import BaseModel
 
 
+class SlideOutlineModel(BaseModel):
+    content: str
+
+
 class PresentationOutlineModel(BaseModel):
-    slides: List[str]
+    slides: List[SlideOutlineModel]
 
     def to_string(self):
         message = ""
diff --git a/servers/fastapi/utils/get_dynamic_models.py b/servers/fastapi/utils/get_dynamic_models.py
index 744a6a5a..fd4b2bda 100644
--- a/servers/fastapi/utils/get_dynamic_models.py
+++ b/servers/fastapi/utils/get_dynamic_models.py
@@ -1,13 +1,23 @@
 from typing import List
 from pydantic import Field
-from models.presentation_outline_model import PresentationOutlineModel
+from models.presentation_outline_model import (
+    PresentationOutlineModel,
+    SlideOutlineModel,
+)
 from models.presentation_structure_model import PresentationStructureModel
 
 
 def get_presentation_outline_model_with_n_slides(n_slides: int):
+    class SlideOutlineModelWithNSlides(SlideOutlineModel):
+        content: str = Field(
+            description="Markdown content for each slide",
+            min_length=100,
+            max_length=300,
+        )
+
     class PresentationOutlineModelWithNSlides(PresentationOutlineModel):
-        slides: List[str] = Field(
-            description="Markdown content for each slide in about 100 to 200 words",
+        slides: List[SlideOutlineModelWithNSlides] = Field(
+            description="List of slide outlines",
             min_items=n_slides,
             max_items=n_slides,
         )
diff --git a/servers/fastapi/utils/llm_calls/generate_presentation_outlines.py b/servers/fastapi/utils/llm_calls/generate_presentation_outlines.py
index 507bb6eb..2a3c9e95 100644
--- a/servers/fastapi/utils/llm_calls/generate_presentation_outlines.py
+++ b/servers/fastapi/utils/llm_calls/generate_presentation_outlines.py
@@ -1,4 +1,3 @@
-import asyncio
 from typing import Optional
 
 from models.llm_message import LLMMessage
diff --git a/servers/fastapi/utils/llm_calls/generate_slide_content.py b/servers/fastapi/utils/llm_calls/generate_slide_content.py
index ecff518a..62b87e2b 100644
--- a/servers/fastapi/utils/llm_calls/generate_slide_content.py
+++ b/servers/fastapi/utils/llm_calls/generate_slide_content.py
@@ -1,5 +1,6 @@
 from models.llm_message import LLMMessage
 from models.presentation_layout import SlideLayoutModel
+from models.presentation_outline_model import SlideOutlineModel
 from services.llm_client import LLMClient
 from utils.llm_provider import get_model
 from utils.schema_utils import remove_fields_from_schema
@@ -50,7 +51,7 @@ def get_messages(outline: str, language: str):
 
 
 async def get_slide_content_from_type_and_outline(
-    slide_layout: SlideLayoutModel, outline: str, language: str
+    slide_layout: SlideLayoutModel, outline: SlideOutlineModel, language: str
 ):
     client = LLMClient()
     model = get_model()
@@ -62,7 +63,7 @@ async def get_slide_content_from_type_and_outline(
     response = await client.generate_structured(
         model=model,
         messages=get_messages(
-            outline,
+            outline.content,
             language,
         ),
         response_format=response_schema,