I believe that both are fine here regardless of your knowing her taste or not. I would probably use "will". One additional note "is going to" is more likely to be used when predictions are made using your senses (such as your vision or hearing) Look at the sky, man.
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PastsimpleShe will like it.Without the contraction, this sounds robotic and/or academic. Use contractions in personal conversations.