Editorial methodology
We measure software against a real job.
A feature list is not a test. Each evaluation starts with a buyer, a workflow, and a measurable outcome.
Evaluation dimensions
Setup friction
Time and effort required to reach first useful output.
Core workflow
Whether the product actually completes the job we selected.
Data quality
Accuracy, completeness, explainability, and exportability.
UX
Cognitive load, discoverability, and avoidable operational friction.
Pricing reality
What a small team actually pays after useful limits and add-ons.
Fit
Who should buy it, who should not, and what alternative is better.
Rule: affiliate economics never determine the editorial verdict.