Is your AI SaaS generating thousands in revenue but your profit margin is a black hole?
Many entrepreneurs successfully deploy their bots and artificial intelligence tools, but operate blindly. They have users paying a flat subscription fee on Stripe, while consuming OpenAI tokens unpredictably. At the end of the month, heavy users eat up the profits of the rest, and you have no way of cross-referencing which request in the root directory corresponds to which payment in production. You are losing money without knowing who is responsible.
The trap of flat rates in AI
Offering unlimited access to a generative model without measuring user-level consumption is corporate suicide. Real scalability requires correlating every cent of API spent with the exact revenue from that client in your payment gateway.
Our solution: B2B AI Tokenomics Agent
At LANZAESTUDIO we implement an invisible orchestrator agent that sits between your OpenAI calls and your payment gateway. It analyzes consumption in real-time and synchronizes spending with the subscription status, applying automatic business rules to protect your company's cash flow.
- Unified Token Traceability: We assign every generated token to a specific client ID, storing the exact cost in your database before sending the response.
- Financial Crossing with Stripe: We synchronize webhooks in production mode to calculate the profit margin per user in real-time without throwing off your accounting.
- Dynamic Model Downgrade: If a client exceeds the profitability threshold of their plan, the agent automatically switches to a more economical model without interrupting their service.
- Abuse Blocking (Rate Limiting): We intercept massive requests or malicious scripts directly on your server before they drain your OpenAI account balance.
The Real Impact on your B2B MRR
- Guaranteed Profitability: You identify and limit users generating losses before closing the monthly billing cycle.
- Cost Predictability: You eliminate surprises on your API bill by setting strict consumption limits tied to the payment tier of each client.
- Secure Production Operations: You keep your infrastructure stable, ensuring your gateway exactly reflects the service provided without synchronization errors.