Last updated: September 12, 2026
Editorial independence
Vendors do not control conclusions. Rankings cannot be purchased. Affiliate compensation does not determine recommendations. If we cannot keep a comparison independent, we will not publish it as a ranking.
Content creation
Pages may be drafted by editors, technical professionals, industry specialists, and research contributors. AI-assisted workflows may help organize research, draft, compare options, or edit for clarity.
Human review
AI-assisted copy that involves cybersecurity, regulatory considerations, financial or pricing claims, product recommendations, technical configuration, or legal implications receives human review before it stays on the site. AI is not an unattended recommender.
Sourcing standards
We prefer, in order: primary vendor documentation; official regulatory or government sources; standards organizations; original technical documentation; reliable industry sources; and independent reporting when a claim needs it. Marketing blogs are not enough for a ranking claim.
Fact verification
Pricing, product features, licensing, security features, compliance claims, availability, compatibility, and support claims should be checked against a dated source. If we have not verified a claim, the page should say to confirm it.
Product reviews and buying guides
Evaluation follows How We Evaluate Products. Buying guides should state who they are for, what “better” means, and what we did not test.
Affiliate relationships
Affiliate Disclosure. Short disclosure also appears at the top of pages that contain those links.
Sponsored content
Sponsored relationships must never be disguised as independent editorial recommendations. If sponsorship is introduced, it will be labeled on the page.
Corrections
Corrections Policy. Material errors are corrected in the living article with a date. Ordinary product updates use a reviewed date rather than a “correction” label.
Content updates
Evergreen pages should show when they were last reviewed. Originally published, last reviewed, and last updated dates are used when they reflect real work — not because WordPress stored a timestamp.
AI use
AI tools may assist with research organization, drafting, comparison, or editing. Substantive recommendations and sensitive technical claims require a person to review them.
Images and intellectual property
Images must be original, licensed, or otherwise cleared. We do not scrape vendor marks into a fake award badge.
Conflicts of interest
Related-company work and affiliate paths are disclosed. Editors do not accept payment to change a conclusion.
Independence, privacy, and expertise
Independent methodology
Rankings and scorecard priorities are not sold. Affiliate links are disclosed and never raise a recommendation’s rank.
Privacy first
Do not send patient, client, case, health, or financial-account information. Assessments can be completed anonymously.
Human review
Security, pricing, and vendor-ranking claims are reviewed by a person. AI is not used as an unattended recommender.
Related consulting
Crazy Smart Consulting is a related implementation option with disclosed common ownership. It is not an independent comparison winner.