AI-assisted research and drafting
AI helps produce the work; the published method controls the recommendation.
Research synthesis, data organization, drafting and maintenance are AI-assisted. Every recommendation still follows the published workflow-first methodology: define the problem, map required capabilities, apply budget/technical/data-risk gates, credit software already owned, and prefer the minimum adequate tool set.
AI-generated text is not treated as evidence by itself. Product claims and pricing references are tied back to the structured source records used by the site.
Read the full methodology
Verification schedule
Changing claims are re-verified.
Pricing, feature packaging, affiliate terms and other time-sensitive claims carry checked dates in the data layer and are re-verified on a maintenance schedule and when material changes are discovered. Older planning assumptions are labeled separately from vendor-live pricing.
If a source can no longer support a claim, the claim should be updated, qualified or removed rather than silently carried forward.