Texas A&M or Texas Tech Honors?

I have the opportunity to attend both universities. Obviously Texas a&m is a more respected college on the face value, but what about the Tech honors college? Does that change the ‘prestige’ and chance of graduate school admissions?

Also, Is it better to have a higher GPA at a less prestigious institution or vice versa?

Thanks!