Provide a fixed-scope monetization transition engagement that combines review analysis, user interviews, cost modeling, offer design, and controlled rollout planning. Each engagement produces recommended free allowances, subscription and credit options, transition messaging, retention safeguards, experiment specifications, and a post-launch review. The business begins as a specialist research and consulting service, then productizes reusable benchmarks and testing playbooks.

AI chat publishers face recurring inference costs while users have become accustomed to generous free access. Recent monetization changes across multiple products are producing visible backlash, creating an immediate need for safer pricing transitions.