diff --git a/controller/attribute/util.py b/controller/attribute/util.py
index b715c9d4..6a88933e 100644
--- a/controller/attribute/util.py
+++ b/controller/attribute/util.py
@@ -250,7 +250,6 @@ def prepare_llm_response_code(
     llm_playground_config: Union[Dict[str, Any], None] = None,
     llm_ac_cache_access_link: Union[str, None] = None,
     llm_ac_cache_file_upload_link: Union[str, None] = None,
-    num_workers: int = 100,
     max_api_call_retries: int = 5,
     retry_sleep_seconds: int = 5,
 ) -> str:
@@ -294,6 +293,14 @@ async def ac(record):
     )
     validate_llm_config(llm_config=llm_config)
 
+    num_workers = 50
+    if (
+        llm_config is not None
+        and enums.LLMProvider.from_string(llm_config.get("llmIdentifier", "Open ai"))
+        == enums.LLMProvider.AZURE_FOUNDRY
+    ):
+        num_workers = 25
+
     try:
         llm_config_mapping = {
             "@@API_KEY@@": llm_config["apiKey"],
diff --git a/controller/auth/manager.py b/controller/auth/manager.py
index e7a1c31b..f3bcca27 100644
--- a/controller/auth/manager.py
+++ b/controller/auth/manager.py
@@ -19,7 +19,7 @@
 
 DEV_USER_ID = "741df1c2-a531-43b6-b259-df23bc78e9a2"
 
-EMAIL_RE = re.compile(r"[\w\.-]+@[\w\.-]+\.\w+")
+EMAIL_RE = re.compile(r"^[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Za-z]{2,}$")
 
 
 def get_organization_id_by_info(info) -> Organization:
@@ -174,7 +174,10 @@ def check_is_full_admin(request: Any) -> bool:
 
 
 def invite_users(
-    emails: List[str], organization_name: str, provider: Optional[str] = None
+    emails: List[str],
+    organization_name: str,
+    user_role: str,
+    provider: Optional[str] = None,
 ):
     user_ids = []
     for email in emails:
@@ -186,6 +189,9 @@ def invite_users(
         # Assign the account to the organization
         user_manager.update_organization_of_user(organization_name, email)
 
+        # Assign the user role
+        user_manager.update_user_role(user["id"], user_role)
+
         # Get the recovery link for the email
         recovery_link = kratos.get_recovery_link(user["id"])
         if not recovery_link:
@@ -197,13 +203,18 @@ def invite_users(
 
 
 def check_valid_emails(emails: List[str]):
-    valid_emails = [
-        email
-        for email in emails
-        if is_valid_email(email) and not kratos.check_user_exists(email)
-    ]
+    message = ""
+    valid_emails = []
+    for email in emails:
+        if not is_valid_email(email):
+            message += f"{email} is not a valid email address."
+        elif kratos.check_user_exists(email):
+            message += f"{email} already exists."
+        else:
+            valid_emails.append(email)
+
     all_valid = len(valid_emails) == len(emails)
-    return {"valid_emails": valid_emails, "all_valid": all_valid}
+    return {"valid_emails": valid_emails, "all_valid": all_valid, "message": message}
 
 
 def is_valid_email(email: str) -> bool:
diff --git a/controller/misc/manager.py b/controller/misc/manager.py
index a6cb8227..946eb1bb 100644
--- a/controller/misc/manager.py
+++ b/controller/misc/manager.py
@@ -93,7 +93,7 @@ def finalize_customer_buttons(
     for e in buttons:
         e[key_name] = name_lookup[str(e[key])]
         e[key_name] = (
-            (e[key_name]["first"] + " " + e[key_name]["last"])
+            (e[key_name].get("first", "") + " " + e[key_name].get("last", ""))
             if e[key_name]
             else "Unknown"
         )
diff --git a/controller/project/manager.py b/controller/project/manager.py
index 78c91c1f..716d129b 100644
--- a/controller/project/manager.py
+++ b/controller/project/manager.py
@@ -23,6 +23,7 @@
 from controller.task_master import manager as task_master_manager
 from submodules.model.enums import TaskType, RecordTokenizationScope
 from submodules.model.business_objects import util as db_util
+from submodules.model.cognition_objects import integration as integration_db_co
 from submodules.model.integration_objects.helper import (
     REFINERY_ATTRIBUTE_ACCESS_GROUPS,
     REFINERY_ATTRIBUTE_ACCESS_USERS,
@@ -133,12 +134,16 @@ def is_access_management_activated(project_id: str) -> bool:
     return access_groups is not None and access_users is not None
 
 
-def get_all_projects_by_user(organization_id) -> List[Project]:
+def get_all_projects_by_user(organization_id: str) -> List[Project]:
     projects = project.get_all_by_user_organization_id(organization_id)
     project_dicts = sql_alchemy_to_dict(
         projects, column_whitelist=ALL_PROJECTS_WHITELIST
     )
 
+    all_integration_project_ids = {
+        i.project_id for i in integration_db_co.get_all_in_org(organization_id)
+    }
+
     for p in project_dicts:
         user_id = p["created_by"]
         names, mail = kratos.resolve_user_name_and_email_by_id(user_id)
@@ -155,6 +160,8 @@ def get_all_projects_by_user(organization_id) -> List[Project]:
         else:
             p["num_data_scale_uploaded"] = record.get_count_scale_uploaded(p["id"])
 
+        p["is_integration_project"] = p["id"] in all_integration_project_ids
+
         del p["created_by"]
 
     return project_dicts
diff --git a/fast_api/models.py b/fast_api/models.py
index bd667a9b..ab44f950 100644
--- a/fast_api/models.py
+++ b/fast_api/models.py
@@ -502,6 +502,7 @@ class InviteUsersBody(BaseModel):
     emails: List[StrictStr]
     organization_name: StrictStr
     provider: Optional[StrictStr] = None
+    user_role: StrictStr
 
 
 class CheckInviteUsersBody(BaseModel):
diff --git a/fast_api/routes/embedding.py b/fast_api/routes/embedding.py
index d482adec..6e51dbe6 100644
--- a/fast_api/routes/embedding.py
+++ b/fast_api/routes/embedding.py
@@ -16,7 +16,7 @@
 from controller.auth import manager as auth_manager
 from controller.embedding.connector import collection_on_qdrant
 from submodules.model.enums import TaskType
-from submodules.model.business_objects import embedding
+from submodules.model.business_objects import embedding as embedding_bo
 from submodules.model.cognition_objects import environment_variable as env_var_db_bo
 from submodules.model.util import sql_alchemy_to_dict
 from util import notification, spacy_util
@@ -51,13 +51,16 @@ def language_models(request: Request) -> List:
     dependencies=[Depends(auth_manager.check_project_access_dep)],
 )
 def get_embeddings(project_id: str) -> List:
-    embeddings_extended = embedding.get_all_embeddings_by_project_id_extended(
+    embeddings_extended = embedding_bo.get_all_embeddings_by_project_id_extended(
         project_id
     )
     data = [
         {
             **sql_alchemy_to_dict(embedding),
             "on_qdrant": collection_on_qdrant(project_id, embedding["id"]),
+            "count": sql_alchemy_to_dict(
+                embedding_bo.get_tensor_count(embedding["id"])
+            ),
         }
         for embedding in embeddings_extended
     ]
diff --git a/fast_api/routes/misc.py b/fast_api/routes/misc.py
index 9ad178c8..aae1f4a9 100644
--- a/fast_api/routes/misc.py
+++ b/fast_api/routes/misc.py
@@ -293,7 +293,9 @@ def get_is_full_admin(request: Request) -> Dict:
 def invite_users(request: Request, body: InviteUsersBody = Body(...)):
     if not auth.check_is_full_admin(request):
         raise AuthManagerError("Full admin access required")
-    data = auth.invite_users(body.emails, body.organization_name, body.provider)
+    data = auth.invite_users(
+        body.emails, body.organization_name, body.user_role, body.provider
+    )
     return pack_json_result(data)
 
 
diff --git a/submodules/model b/submodules/model
index 19c0a4d2..c5663e9c 160000
--- a/submodules/model
+++ b/submodules/model
@@ -1 +1 @@
-Subproject commit 19c0a4d25233fa0a7d5c4ee5377954c0594d2750
+Subproject commit c5663e9c855c30b431d106811a8330301c84eb24