How We Review Software: Our Methodology

Every week we receive emails asking how we choose which tools to review and whether our ratings are influenced by vendor relationships. Those are fair questions, and they deserve a transparent answer. This page documents exactly how we evaluate software so you can trust our recommendations and understand the context behind every score. We follow a five-stage methodology that prioritizes real-world testing over marketing claims.

Stage one is selection and scoping. We do not review every tool that launches because that would be impossible and not particularly useful. Instead, we focus on categories where our readers are actively evaluating options based on search trends, reader surveys, and questions we receive via email and social media. Within each category, we identify the top 10 to 15 tools based on market share, community traction, and analyst reports. We then narrow that list to 5 to 8 tools that we actually test end-to-end, prioritizing a mix of market leaders, promising challengers, and notable open-source alternatives. We never accept payment or inducements to include or exclude a tool from our reviews. If a vendor has sponsored content on our site, that is always clearly disclosed, and sponsored tools are never included in our comparison reviews.

Stage two is hands-on testing, which is where most of our time is spent. Every tool we review is tested by at least two team members who use it in realistic workflows for a minimum of two weeks. For project management tools, we run a real project through the tool from kickoff to retrospective. For AI coding assistants, we build a small but complete feature across multiple files. For analytics platforms, we connect real data sources and build a dashboard that answers actual business questions. We document setup friction, learning curve, performance under realistic data volumes, and the quality of output or results. Screenshots and video recordings are captured throughout to ground our written analysis in concrete evidence. If a tool crashes, loses data, or produces unusable results, we note that and retest after reaching out to the vendor for support, because how a company handles problems is itself an important evaluation criterion.