diff --git a/ai/microservices/behavior-analyzer/engine/baServices.py b/ai/microservices/behavior-analyzer/engine/baServices.py
new file mode 100644
index 00000000..c06791bd
--- /dev/null
+++ b/ai/microservices/behavior-analyzer/engine/baServices.py
@@ -0,0 +1,21 @@
+##
+## Talkup Project, 2025
+## TalkUp.AI
+## File description:
+## This module handles the behavior-analyzer microservice.
+##
+
+import queue
+import sys
+import json
+import sounddevice as sd
+import engine.enumMcs as enumMcs
+
+from .notifications import Notifications
+
+class BA():
+    def __init__(self):
+        """
+        Class constructor
+        """
+        pass
diff --git a/ai/microservices/behavior-analyzer/engine/enumMcs.py b/ai/microservices/behavior-analyzer/engine/enumMcs.py
new file mode 100644
index 00000000..6003379c
--- /dev/null
+++ b/ai/microservices/behavior-analyzer/engine/enumMcs.py
@@ -0,0 +1,43 @@
+##
+## Talkup Project, 2025
+## TalkUp.AI
+## File description:
+## This file defines the enumerations for microservices.
+##
+
+from enum import Enum
+
+class MicroservicesNames(Enum):
+    BA = 0
+    EA = 1
+    STT = 2
+    TTS = 3
+    VA = 4
+
+class NotificationTypes():
+    def __init__(self):
+        self.types = {
+            0: {
+                "type": "INFO",
+                "emoji": "💡"
+            },
+            1: {
+                "type": "WARNING",
+                "emoji": "⚠️"
+            },
+            2: {
+                "type": "ERROR",
+                "emoji": "❗"
+            }
+        }
+    def get_type(self, type_id: int) -> str:
+        """
+        Get the type of notification by its ID.
+        """
+        return self.types.get(type_id, {}).get("type", "UNKNOWN")
+
+    def get_emoji(self, type_id: int) -> str:
+        """
+        Get the emoji for the notification type by its ID.
+        """
+        return self.types.get(type_id, {}).get("emoji", "❓")
diff --git a/ai/microservices/behavior-analyzer/engine/notifications.py b/ai/microservices/behavior-analyzer/engine/notifications.py
new file mode 100644
index 00000000..fac964b2
--- /dev/null
+++ b/ai/microservices/behavior-analyzer/engine/notifications.py
@@ -0,0 +1,35 @@
+##
+## Talkup Project, 2025
+## TalkUp.AI
+## File description:
+## Handles notifications for the TalkUp AI microservices.
+##
+
+import engine.enumMcs as enumMcs
+
+class Notifications():
+    def __init__(self):
+        """
+        Class constructor
+        """
+        pass
+
+    def send_notification(self, service: enumMcs.MicroservicesNames, type_id: int,
+            msg: str) -> None:
+        """
+        Send a notification to the console
+        """
+        type = enumMcs.NotificationTypes()
+
+        print(f"[{type.get_type(type_id)}|{service.name}] {type.get_emoji(type_id)} {msg}", end='\n')
+
+    def send_start_notification(self, service: enumMcs.MicroservicesNames, successful: bool)-> None:
+        """
+        Send a start notification to the console with the status of the service.
+        """
+        type = enumMcs.NotificationTypes()
+
+        if (successful):
+            print (f"[SERVICES] {type.get_emoji(0)} {service.name} started successfully!")
+        else:
+            print (f"[SERVICES] {type.get_emoji(2)} Failed to start {service.name}")
diff --git a/ai/microservices/behavior-analyzer/requirements.txt b/ai/microservices/behavior-analyzer/requirements.txt
index b90088ba..670d22c5 100644
--- a/ai/microservices/behavior-analyzer/requirements.txt
+++ b/ai/microservices/behavior-analyzer/requirements.txt
@@ -1,9 +1,15 @@
-blinker==1.9.0
-click==8.2.1
 Flask==3.1.1
 itsdangerous==2.2.0
-Jinja2==3.1.6
-MarkupSafe==3.0.2
-Werkzeug==3.1.3
 pydantic==2.5.1
 fastapi==0.101.1
+numpy==1.24.4
+torch==2.1.2
+torchvision==0.16.2
+torchaudio==2.1.2
+opencv-python>=4.8.0
+openmim
+mmengine>=0.10.0
+mmcv==2.1.0
+mmdet==3.3.0
+mmpose==1.3.2
+transformers==4.40.1