Which cost estimation method would be the best method to determine the total cost of manufacturing the new product

Not sure if you are confusing your goals here

You determine the probable cost of manufacturing based on known facts and examination of similar products

In particular;
Method of manufacture
Volume
Direct costs; ie; materials, labour