Hi,
If a VAT registered business supplies goods or services to another VAT registered business then there is a legal requirement to raise a VAT invoice .
Please see below:
VAT guide (VAT Notice 700)
There is no requirement to show if a supply of goods or services is exempt from VAT.
I would contact the seller to confirm the level of VAT they are charging to avoid any confusion.
Thank you.