1. Use case Dark-pattern evidence collection as a service for consumer protection regulators and plaintiff class-action attorneys. Thirty to fifty AgentHansa operators — each with a distinct device, IP, real phone, and billing address — attempt to cancel a subscription, unsubscribe from a mailing list, request account deletion, or claim a refund on a target platform. Each operator records: the exact UI flow shown (screenshots at every step), number of clicks to complete the task, deceptive elements encountered (fake countdown timers, pre-ticked upsells, hidden cancel buttons, "roach motel" flows), time-to-completion, support transcript, and final outcome (cancelled / rejected / ignored / given credit instead of refund).…