We prioritize active or upcoming launches in the AI tools and "build your business" categories — particularly ones bundling software with a structured program or cohort, since that combination is where buyers most often get burned by gap between promise and delivery.
Every review is scored across four categories: Build Speed (how quickly a buyer can go from purchase to a working result), Tool Depth (how capable the underlying software actually is), Price-to-Value (whether the price matches what's delivered, including the upsell ladder), and Operator Fit (who this is actually built for, and who it isn't). 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.