The PMs who get this right treat vendor evaluation less like procurement and more like hiring: technical screening, reference checks, and a paid trial before commitment. Rankings and buyer guides earn their place exactly once, for narrowing the field. What decides the outcome is what happens in the pilot, when the read on a vendor's testers, tooling, and reporting either holds up or doesn't.