An algorithmic software directory whose Crozscore looks data-driven, but vendors can pay to be "promoted to the top end of unfiltered category views" by its own disclosure, so position is partly purchased.
What it's really for A software-discovery directory monetized by pay-per-lead vendor campaigns.
What our grade covers The grade on this page is about its automated 'Crozscore' software rankings, not everything the site does.
High Scoring Confidence Checked against primary sources. We are confident in the facts and the grade here.
Software vendors pay the most, via lead-gen and promotional campaigns, and by Crozdesk's own description paying buys elevated placement in category views (though the company says it does not manipulate the underlying Crozscore for any vendor).
Source →- Operating since
- 2014 (12 years) · source
- What it costs you
- Free to read The reviews are free to read.
- How they make money
- Crozdesk makes money from software vendors through pay-per-lead and pay-per-click lead-generation campaigns and paid promotional placements, while basic listings and buyer access stay free.
- What they do
- It ranks 13,000+ business software products across 350+ categories using an automated "Crozscore" built from user reviews, popularity/buzz, and web presence.
- What to watch for
- The Crozscore may be automated, but Crozdesk says paid promotional campaigns push a vendor's listing "to the top end of unfiltered category views," so the order you see is not purely merit-based.
- Composite score
- 1.80 / 5.00 → grade D+
How the grade was reached
Does the site take money from the very entities it ranks? Pay-for-placement, vendor-funded data, and affiliate commissions all pull this down. The less the ranking can be bought, the higher the score.
What is the ranking actually built on? Hands-on testing scores highest, then verified first-hand reviews, then opinion or popularity surveys and self-reported figures, then pay-to-rank, which scores lowest.
Is the methodology published, specific, and reproducible? Can a reader see how a given rank was reached, or is it a black box?
Are commercial relationships, sponsorships, and affiliate arrangements disclosed clearly and near the rankings themselves, rather than buried?
How hard is it to game? Controls against fake reviews, solicited reviews, and vendor gaming raise this; an open box anyone can stuff lowers it.
Evidence
- Crozdesk states promotion buys position: "When launched, your listing is promoted to the top end of unfiltered category views and a direct link to your specified landing page will be added," while basic listing remains free and vendors pay only for referrals they attract. Source: Crozdesk Blog - Promote your SaaS product →
- The Crozscore is "a fully automated predictive scoring algorithm, using artificial intelligence and machine learning," weighting user reviews most heavily plus a buzz/popularity score and web presence; Crozdesk says "We never interfere or manipulate the Crozscore for the benefit of any particular vendor," but discloses no explicit fake-review or verification controls beyond down-weighting "spammier" reviews. Source: Crozdesk - The Crozscore →
- BWZ Media (Black and White Zebra) acquired Crozdesk on April 28, 2022; Crozdesk "uses Artificial Intelligence (AI) to rank more than 13,000 software products across over 350 categories" and has "run lead generation, PPC and intent data campaigns for over 500 software vendors over the last three years." Source: Black & White Zebra - BWZ Acquires Crozdesk →