How much are you overpaying for AI inference?

Our behavioral routing architecture uses cheap models for persona and reserves frontier for reasoning. Enter your numbers. See the math.

Your current monthly inference bill
Total API calls across all endpoints
$0
estimated monthly savings
0% reduction
Your current monthly spend$0
Persona calls routed to budget models0
Persona call cost (via behavioral routing)$0
Reasoning calls kept on frontier0
Reasoning call cost (unchanged)$0
New monthly total$0
How it works

Our benchmark proves that budget models (grok-3-mini at $0.001/call, gemma-4 at $0.0005/call) outperform frontier models on behavioral persona fidelity by ~20%. We route persona-dependent calls to these models and keep your frontier model for reasoning-heavy tasks where it actually matters. Same quality. Fraction of the cost.

Based on ConstellationBench data: 22 models, 22,200+ evaluations. View the data.

Want to see this in action?

We'll walk you through the routing architecture and show you exactly how it works with your stack.

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