I have a VAT registered business that I use to do contracting work as a Consultant Engineer among other things. I invoice for VAT every time, never questioned.
My advice, always speak to your accountant as there are other pitfalls.
Always remember! The HMRC is a Legal Body of Accountants that exists to support other accountants, get it wrong and you will always suffer!