Revenue disclosure

How we make money

Some vendors pay for verified evaluation and inclusion. Payment never affects ranking, scores, or the underlying data. All figures are sourced and dated; see Methodology.

This site is free to read and its core dataset is free to download. We earn revenue in three ways:

  1. Verified-data subscriptions ($199/month). Vendors pay to have their submitted data verified and badged, to unlock extended listing fields, and to receive a monthly AI-visibility report. A subscription never changes a vendor's position, score, inclusion, or any published value. Rows belonging to paying vendors are marked with a "Verified" badge and the listing carries a machine-readable paid_verification: true flag.
  2. Data licensing and syndication. We license our dataset to third parties under an attribution-required license.
  3. No affiliate links. No sponsored rankings. No pay-for-placement. If a vendor link carries tracking parameters, they measure clicks for that vendor's own report; we are not paid per click or per signup.

Listing on this site is free and does not require a vendor's consent or payment. Accuracy is never paywalled: error corrections are free for everyone, always.

What the "Verified" badge means on a row

✓ Verified This vendor subscribes to our verified-data program. Verification confirms data accuracy; it does not affect ranking or inclusion.

Questions about a listing or this disclosure? Email data@frontdeskreview.com, or read each section's methodology from its index.