diff --git a/migrations/public/versions/884ac7420cc5_add_temperature_variables_defaults.py b/migrations/public/versions/884ac7420cc5_add_temperature_variables_defaults.py
new file mode 100644
index 0000000..ee759dd
--- /dev/null
+++ b/migrations/public/versions/884ac7420cc5_add_temperature_variables_defaults.py
@@ -0,0 +1,62 @@
+"""Add temperature variables - defaults
+
+Revision ID: 884ac7420cc5
+Revises: d4a45bf36bfc
+Create Date: 2024-05-24 17:16:53.496095
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = '884ac7420cc5'
+down_revision = 'd4a45bf36bfc'
+branch_labels = None
+depends_on = None
+
+
+def upgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table('roles_users', schema=None) as batch_op:
+        batch_op.drop_constraint('roles_users_role_id_fkey', type_='foreignkey')
+        batch_op.drop_constraint('roles_users_user_id_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'role', ['role_id'], ['id'], referent_schema='public', ondelete='CASCADE')
+        batch_op.create_foreign_key(None, 'user', ['user_id'], ['id'], referent_schema='public', ondelete='CASCADE')
+
+    with op.batch_alter_table('tenant_domain', schema=None) as batch_op:
+        batch_op.drop_constraint('tenant_domain_tenant_id_fkey', type_='foreignkey')
+        batch_op.drop_constraint('tenant_domain_updated_by_fkey', type_='foreignkey')
+        batch_op.drop_constraint('tenant_domain_created_by_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'tenant', ['tenant_id'], ['id'], referent_schema='public')
+        batch_op.create_foreign_key(None, 'user', ['created_by'], ['id'], referent_schema='public')
+        batch_op.create_foreign_key(None, 'user', ['updated_by'], ['id'], referent_schema='public')
+
+    with op.batch_alter_table('user', schema=None) as batch_op:
+        batch_op.drop_constraint('user_tenant_id_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'tenant', ['tenant_id'], ['id'], referent_schema='public')
+
+    # ### end Alembic commands ###
+
+
+def downgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table('user', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('user_tenant_id_fkey', 'tenant', ['tenant_id'], ['id'])
+
+    with op.batch_alter_table('tenant_domain', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('tenant_domain_created_by_fkey', 'user', ['created_by'], ['id'])
+        batch_op.create_foreign_key('tenant_domain_updated_by_fkey', 'user', ['updated_by'], ['id'])
+        batch_op.create_foreign_key('tenant_domain_tenant_id_fkey', 'tenant', ['tenant_id'], ['id'])
+
+    with op.batch_alter_table('roles_users', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('roles_users_user_id_fkey', 'user', ['user_id'], ['id'], ondelete='CASCADE')
+        batch_op.create_foreign_key('roles_users_role_id_fkey', 'role', ['role_id'], ['id'], ondelete='CASCADE')
+
+    # ### end Alembic commands ###
diff --git a/migrations/public/versions/b7258a741c2f_add_embedding_search_parameters.py b/migrations/public/versions/b7258a741c2f_add_embedding_search_parameters.py
new file mode 100644
index 0000000..182770a
--- /dev/null
+++ b/migrations/public/versions/b7258a741c2f_add_embedding_search_parameters.py
@@ -0,0 +1,70 @@
+"""Add Embedding search parameters
+
+Revision ID: b7258a741c2f
+Revises: 445db8db7cbc
+Create Date: 2024-05-24 11:49:38.269125
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = 'b7258a741c2f'
+down_revision = '445db8db7cbc'
+branch_labels = None
+depends_on = None
+
+
+def upgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table('roles_users', schema=None) as batch_op:
+        batch_op.drop_constraint('roles_users_role_id_fkey', type_='foreignkey')
+        batch_op.drop_constraint('roles_users_user_id_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'user', ['user_id'], ['id'], referent_schema='public', ondelete='CASCADE')
+        batch_op.create_foreign_key(None, 'role', ['role_id'], ['id'], referent_schema='public', ondelete='CASCADE')
+
+    with op.batch_alter_table('tenant', schema=None) as batch_op:
+        batch_op.add_column(sa.Column('es_k', sa.Integer(), nullable=True))
+        batch_op.add_column(sa.Column('es_similarity_threshold', sa.Float(), nullable=True))
+
+    with op.batch_alter_table('tenant_domain', schema=None) as batch_op:
+        batch_op.drop_constraint('tenant_domain_created_by_fkey', type_='foreignkey')
+        batch_op.drop_constraint('tenant_domain_updated_by_fkey', type_='foreignkey')
+        batch_op.drop_constraint('tenant_domain_tenant_id_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'user', ['created_by'], ['id'], referent_schema='public')
+        batch_op.create_foreign_key(None, 'tenant', ['tenant_id'], ['id'], referent_schema='public')
+        batch_op.create_foreign_key(None, 'user', ['updated_by'], ['id'], referent_schema='public')
+
+    with op.batch_alter_table('user', schema=None) as batch_op:
+        batch_op.drop_constraint('user_tenant_id_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'tenant', ['tenant_id'], ['id'], referent_schema='public')
+
+    # ### end Alembic commands ###
+
+
+def downgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table('user', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('user_tenant_id_fkey', 'tenant', ['tenant_id'], ['id'])
+
+    with op.batch_alter_table('tenant_domain', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('tenant_domain_tenant_id_fkey', 'tenant', ['tenant_id'], ['id'])
+        batch_op.create_foreign_key('tenant_domain_updated_by_fkey', 'user', ['updated_by'], ['id'])
+        batch_op.create_foreign_key('tenant_domain_created_by_fkey', 'user', ['created_by'], ['id'])
+
+    with op.batch_alter_table('tenant', schema=None) as batch_op:
+        batch_op.drop_column('es_similarity_threshold')
+        batch_op.drop_column('es_k')
+
+    with op.batch_alter_table('roles_users', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('roles_users_user_id_fkey', 'user', ['user_id'], ['id'], ondelete='CASCADE')
+        batch_op.create_foreign_key('roles_users_role_id_fkey', 'role', ['role_id'], ['id'], ondelete='CASCADE')
+
+    # ### end Alembic commands ###
diff --git a/migrations/public/versions/d4a45bf36bfc_add_temperature_variables.py b/migrations/public/versions/d4a45bf36bfc_add_temperature_variables.py
new file mode 100644
index 0000000..ab71cf4
--- /dev/null
+++ b/migrations/public/versions/d4a45bf36bfc_add_temperature_variables.py
@@ -0,0 +1,70 @@
+"""Add temperature variables
+
+Revision ID: d4a45bf36bfc
+Revises: b7258a741c2f
+Create Date: 2024-05-24 15:37:36.921601
+
+"""
+from alembic import op
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = 'd4a45bf36bfc'
+down_revision = 'b7258a741c2f'
+branch_labels = None
+depends_on = None
+
+
+def upgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table('roles_users', schema=None) as batch_op:
+        batch_op.drop_constraint('roles_users_role_id_fkey', type_='foreignkey')
+        batch_op.drop_constraint('roles_users_user_id_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'user', ['user_id'], ['id'], referent_schema='public', ondelete='CASCADE')
+        batch_op.create_foreign_key(None, 'role', ['role_id'], ['id'], referent_schema='public', ondelete='CASCADE')
+
+    with op.batch_alter_table('tenant', schema=None) as batch_op:
+        batch_op.add_column(sa.Column('chat_RAG_temperature', sa.Float(), nullable=True))
+        batch_op.add_column(sa.Column('chat_no_RAG_temperature', sa.Float(), nullable=True))
+
+    with op.batch_alter_table('tenant_domain', schema=None) as batch_op:
+        batch_op.drop_constraint('tenant_domain_created_by_fkey', type_='foreignkey')
+        batch_op.drop_constraint('tenant_domain_updated_by_fkey', type_='foreignkey')
+        batch_op.drop_constraint('tenant_domain_tenant_id_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'user', ['updated_by'], ['id'], referent_schema='public')
+        batch_op.create_foreign_key(None, 'user', ['created_by'], ['id'], referent_schema='public')
+        batch_op.create_foreign_key(None, 'tenant', ['tenant_id'], ['id'], referent_schema='public')
+
+    with op.batch_alter_table('user', schema=None) as batch_op:
+        batch_op.drop_constraint('user_tenant_id_fkey', type_='foreignkey')
+        batch_op.create_foreign_key(None, 'tenant', ['tenant_id'], ['id'], referent_schema='public')
+
+    # ### end Alembic commands ###
+
+
+def downgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table('user', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('user_tenant_id_fkey', 'tenant', ['tenant_id'], ['id'])
+
+    with op.batch_alter_table('tenant_domain', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('tenant_domain_tenant_id_fkey', 'tenant', ['tenant_id'], ['id'])
+        batch_op.create_foreign_key('tenant_domain_updated_by_fkey', 'user', ['updated_by'], ['id'])
+        batch_op.create_foreign_key('tenant_domain_created_by_fkey', 'user', ['created_by'], ['id'])
+
+    with op.batch_alter_table('tenant', schema=None) as batch_op:
+        batch_op.drop_column('chat_no_RAG_temperature')
+        batch_op.drop_column('chat_RAG_temperature')
+
+    with op.batch_alter_table('roles_users', schema=None) as batch_op:
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.drop_constraint(None, type_='foreignkey')
+        batch_op.create_foreign_key('roles_users_user_id_fkey', 'user', ['user_id'], ['id'], ondelete='CASCADE')
+        batch_op.create_foreign_key('roles_users_role_id_fkey', 'role', ['role_id'], ['id'], ondelete='CASCADE')
+
+    # ### end Alembic commands ###