How do you evaluate a reputation management firm’s technology stack?

Evaluating a reputation firm’s technology stack means looking past marketing claims to what the platforms actually do, since proprietary technology is one of the clearest differentiators between a serious firm and a reseller of generic tools. Ask for a demonstration of the proprietary platforms, so you see the monitoring rather than hearing it described. Probe the scale of that monitoring – how many keywords, which geographies, which AI models – since reputation now spans search and multiple engines, and coverage is the difference between the whole picture and a slice. Examine the accuracy and depth of the reporting it produces, since shallow or unreliable data is not worth much. Look at integration across channels, so search, AI, and Wikipedia data are read together rather than as disconnected feeds. And look for continuous-improvement signals – a firm investing in its technology as the platforms evolve, rather than running a tool built years ago. We built IMPACT™, AIQ™, and WikiAlerts™ precisely because the work required this depth, and we are glad to demonstrate them.