How MatchSphere Improved Profile Safety with Annotation Box’s Moderation
— Daniel Kim, VP of Product Safety, MatchSphere
Problem
MatchSphere faced growing challenges as profile submissions increased across regions. Their team struggled to filter explicit or inappropriate photos, detect fake and AI-generated images, manage impersonation attempts, screen harmful or abusive bios, and prevent underage users from registering. These gaps in moderation led to slow approvals, rising complaints, and a weakening sense of trust among users.
Solution
Annotation Box deployed a specialized profile content moderation framework combining dating-domain human expertise with AI-based pre-screening. Moderators reviewed every profile for authenticity, age accuracy, cultural sensitivity, and bio compliance. The process was supported by custom guidelines, multilingual reviewers, and a 24/7 scalable workforce that maintained rapid turnaround times regardless of traffic spikes.
Result
MatchSphere recorded a 94% decline in fake and inappropriate profile photos, along with a significant reduction in harmful bios and identity violations. Profile approvals became faster and more consistent, user safety concerns dropped sharply, and trust and satisfaction across the community increased.




