JustAHuman

JustAHuman approaches one of the less glamorous problems in game development: AI models and 3D pipelines produce far more candidate assets than a small team can manually check. Rather than hiring annotation contractors, JustAHuman converts the verification work into a game. Players complete short challenges in which they evaluate and label 3D assets, and their answers feed back into the pipelines that game creators use to validate AI-generated content.

The reward model is deliberately mixed. Points earned from completed challenges can be converted into game credits, credits from generative AI service providers, or crypto. That combination lets the platform appeal to players who want in-game spending power as well as those who prefer AI tooling credits or a token payout. Game creators are the demand side: they supply the asset batches, and JustAHuman routes them through the player community for evaluation and labeling.

At the time of review the product is still onboarding through a waitlist rather than open signup, and the site is a compact single page with a FAQ, an audio introduction and a Japanese localisation. Specifics such as points-to-credit conversion rates and the exact catalogue of challenge types are not published publicly, so teams with large 3D asset backlogs should use the contact form to confirm scope and throughput before planning around the service.