Built for CTOs, AI infrastructure engineers, and FinOps leads. Model prompt caching, async batch routing, compliance overhead, and GPU break-even utilization across 7 frontier models and 287 published benchmarks. No sign-up, no fluff.
Adjust token volumes, caching, and batch share. Every output recalculates live, including the recommendation on whether to stay on a managed API or migrate to a dedicated GPU cluster.
Published list rates per 1M tokens and the blended effective rate for your current workload volumes. Updates with every slider move.
| Frontier Model | Input $/1M | Output $/1M | Blended $/1M | Your Monthly API TCO |
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Monthly cluster cost, required node count for your current token throughput, and the utilization threshold where a dedicated cluster beats the managed API spend.
Every published comparison loads directly into the workbench above. Filter by category, search instantly, and open any benchmark route to pin its exact token volumes, model, GPU, and compliance tier.
| Benchmark | Category | Input / Output | Monthly TCO | Blended $/1M | Break-Even % |
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Sponsor one of our 287 benchmark routes with a dedicated placement, your pricing, and a direct call-to-action link. Each benchmark page ranks for high-intent cost comparison queries from engineering and finance decision-makers.