How we research and compare
Our method for software comparisons, business-model analysis, illustrative calculations and primary-source checks, including the limits of launch research.
Begin with the reader's decision
We define the question, audience and context before selecting sources. A software choice needs a workflow and a plan boundary. A company analysis needs a period, geography and a clear distinction between public disclosure and interpretation.
Use primary sources without treating them as neutral
Official product documentation is evidence of what a vendor describes. It does not independently establish usability, customer satisfaction or comparative superiority. Government publications and original research are read with their dates, definitions and scope. A corporate statistic without a measurement period is not automatically current.
Separate three kinds of statements
- Documented fact: supported by a linked source and its scope.
- Editorial analysis: a reasoned interpretation, with assumptions visible.
- Illustrative example: invented teaching inputs, explicitly identified as such.
Software comparison protocol
We compare the job the tool is intended to support, plan questions, administration, permissions and export. Launch comparisons are documentation-based. We do not assign performance scores or claim trial results. The CRM shortlist demonstrates this boundary.
Original supporting materials
Diagrams summarize the article's framework. Downloadable worksheets contain real fields and prompts, not simulated customer results. The software evaluation sheet and process worksheet can be adapted to your own observations.
Corrections and limitations
Public sources may change or be incomplete. We state unresolved gaps instead of inventing certainty. See the correction process, editorial rules and publisher profile.