Evidence comes before copy
Changing claims use current official product pages or documentation whenever possible. Every record includes an evidence label and checked date. We do not label a workflow tested without dated notes and captured evidence.
Every lane is scoped
The ranking is not a universal quality score. Each product receives a distinct best-for lane, trigger model, context boundary, current starting price, strengths, limitations, and a specific reason to choose another system.
AI claims stay separated
We classify workflows as none, assistive, one-shot generation, or conversational agent. Capture creation and nurture-sequence scope are reported separately. A copy assistant is not presented as an autonomous workflow, and an initial draft is not presented as ongoing conversational editing.
Updates
Material pricing, plan, workflow, evidence, or ranking changes receive a dated changelog entry. Visible copy, comparison fields, schema, reviews JSON, and research data are updated together.