Chipp.ai lifts first-month revenue 20% with token billing

Chipp.ai lets hotels, medical practices and agencies build branded customer-service, lead-generation and sales agents using models from Anthropic, OpenAI and Google. Flat subscriptions created a cost mismatch: one customer on a $29 plan could generate a $4,000 token bill. In 2025 the company added LLM-token billing, recording each query, model and cost against the customer's account and letting agencies pass platform charges to their own clients. A Stripe case says the new model lifted revenue 20% in its first month, billed 5.9 billion tokens in two months and automated invoices and balance alerts that had consumed roughly 25% of team time. Chipp says it now manages usage around a predictable 30% margin. The partner case does not disclose absolute revenue, customer count or retention; model-price changes and power-user concentration remain risks.