Every time AI thinks, it costs money. Auto Models use a small, fast model for routine work and reserve the powerful model for genuinely hard reasoning. That is why an Auto is affordable to run at enterprise scale.
Many AI systems answer every step of a process with the largest available model. A fifty-step workflow pays top rates fifty times. Supervity calls this pattern tokenmaxing — impressive in a demo, expensive in production.
Every routine step gets treated like frontier-level reasoning. The cost curve rises with every task, workflow, user, and system.
The large model stays available, but it is not the default. Routine work flows through smaller and specialist models first.
An Auto routes each step to the cheapest capable model. Three tiers do the work, with the Auto Graph supplying only the context each step needs.
Looks at each step and decides how to handle it. Cheap, quick, and the reason the expensive model is rarely needed.
Handles routine reasoning specialised to your processes. It carries most of the load at a fraction of the cost.
Called only for genuinely hard reasoning, using the customer’s own AI contract. Powerful when needed, not on every step.
Enterprise work is not one prompt. It is continuous, repetitive, audited work across systems — and the savings compound with every routed step.
An invoice, ticket, request, reconciliation file, lead list, contract, or email enters the Auto.
The Auto Graph supplies relevant context and Auto Models route each step to the lowest-cost capable model.
The Auto returns a decision, draft, update, validation, exception, or system action with a traceable record.
Auto Models keep the expensive model available without making it the default for every action.
When an Auto is inexpensive to run, Supervity can replace outsourcing contracts priced to headcount and still improve the operating margin.
Lower cost per step, multiplied across millions of steps, is what lets an Auto run entire operations for less than the team that used to do it — while keeping humans in control.
Compare today’s approach with moving to Autos, or run a three-week AutoPilot to see the economics in production.