Mandatory role tagging (Licensed / Non-licensed)
Automatic disclaimers on non-licensed profiles
Restricted vocabulary for non-licensed roles (e.g., “support,” “drafting assistance,” “research,” not “advice,” “opinion”)
Clear user onboarding flow about how to select the correct provider type
Jurisdiction-specific warnings (e.g., UPL restrictions for the U.S., SRA compliance for UK)
Automatic prompts if a non-licensed contributor attempts to post an advice-related service