How StackLens reviews listings and paid placements
The operating rules behind editorial reviews, claimed profiles, suggested tools, and paid visibility on StackLens.
Updated April 12, 2026
How listings get included
Listings are added through editorial research, category building, and public suggestions. Inclusion is not automatic, and payment is not required for a listing to exist.
The directory aims to cover credible options across each category, including mainstream vendors and smaller products that deserve more visibility.
That aggregation matters because many AI and SaaS categories are still scattered across inconsistent source material rather than one useful, buyer-oriented market map.
How reviews and company updates differ
The editorial review section is written by the directory. Company-managed profile content is a separate layer used for screenshots, proof points, calls to action, and positioning after a claim is approved.
That split is intentional so visitors can tell what is editorial judgment versus company-supplied information.
How paid placement works
Paid placements affect visibility, not the basic standard for whether a listing exists. Sponsored and featured states are labeled directly on the site.
Paid visibility does not convert a listing into an endorsement and does not overwrite the editorial review.
- Inclusion is editorial
- Claims require verification
- Profile edits are review-gated
- Paid placement is disclosed
How corrections are handled
Owners can claim their listing and submit profile changes through the portal. Visitors can also send corrections through the contact path.
Substantive changes are reviewed before they are published.