Evaluate each package with a "scorecard" to rate the software vendors. Create requirements for members of the project team to rate or score how the vendor performed. It is important to keep the weighting information (1, 2, or 3 from Tip 3) within your internal team and not share it with the vendors. For now, it is better that the vendors do not know where you are placing a higher value.