EDITORIAL INDEPENDENCE

Fit and evidence decide rank.
Money does not.

Recommendations score purpose, capability, and category fit, then add a small evidence-verification signal. Alphabetical name and stable ID break ties.

Signals we do not use

• Affiliate commission or payout size
• Partner, sponsor, or resale status
• Vendor pressure or promotional claims

Evidence standard

“Evidence checked” requires a dated official HTTPS source hosted on the entity’s domain. Unresolved identities stay marked “Research pending.” Prices are observations—not quotes—and unknown TCO is never represented as free.

Priority and operating boundary

MatchurAI is independent decision support: fit and evidence determine placement, while commercial relationships carry zero ranking weight.