Transact SQL using WITH in CREATE VIEW
The CTE goes inside the view. 

Take a query with a CTE

WITH cte AS (...) SELECT ...;


Just add CREATE VIEW AS .. GO

CREATE VIEW
AS
WITH cte AS (...) SELECT ...;
GO


MSDN does describe multiple CTEs (See example j)

CREATE VIEW
AS
WITH
   cte1 AS (...),
   cte2 AS (...),
   cte3 AS (...)
SELECT ...
GO