You can zero-rate the purchase when you are registered VAT EU member. You can check it on this page. If your number is valid - create your shopping account here, and complete your delivery and company address. Don't forget to fill the Vat No. field (eg. FR957082893 ). Your account will be assigned to 0% VAT enabled purchases.
In all other cases you will get invoice with the 23% VAT added.