We prioritize active or upcoming launches in the AI traffic, marketing automation, and affiliate software categories — particularly ones bundling software with a structured program or upsell ladder, since that combination is where buyers most often get burned by the gap between promise and delivery.
Every review is scored across four categories: Worker Capability (how well the software actually performs its core automation task), Platform Coverage (how many platforms or channels it meaningfully supports), Ease of Deployment (how quickly a buyer can go from purchase to a working result), and Value Per Dollar (whether the price matches what's delivered, including the upsell ladder). These combine into a single overall score out of 10.
Our affiliate relationships do not influence our scores. We disclose commission relationships on every review regardless of outcome, and a product's score reflects our own assessment, not the size of the commission attached to it. If new information meaningfully changes our assessment of a product after publishing, we update the review and note the date of the update.