Provide a managed screening operation that verifies identity, checks profile-photo consistency, flags suspicious behavior, and routes uncertain cases to trained human reviewers. Begin as a per-member service for matchmakers and curated dating communities, then productize repeatable checks and case-management tools as volume grows.

AI-generated profile media makes visual deception cheaper, while repeated complaints across major dating platforms show that users do not trust automated verification alone. Smaller dating operators can compete on trust but often cannot staff an internal fraud team.