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Cloud GPU & LLM Token TCO Calculator

Compare real monthly inference costs across OpenAI, Anthropic, Google Gemini, Meta Llama, and DeepSeek with prompt cache hit rates, batch API discounts, and dedicated H100/H200/B200 break-even math.

Active Benchmark
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1. Workload & Cluster Parameters 300M Total Tokens / mo
1M to 5,000M
1M to 1,000M
0% to 90%
0% to 100%
API Baseline
730 hrs / mo
Governance Overhead
2. Live FinOps TCO & GPU Break-Even Output FinOps Recommendation: Managed API
Monthly Managed API Cost
$1,289.24
Raw uncached: $1,125.00
Effective Blended Rate
$2.93 / 1M
Cache + Batch saved: $246.09/mo
Self-Hosted GPU Cluster
$2,167.70
1x Node (H100 80GB + Compliance)
GPU Break-Even Utilization
25.4%
Break-even at 620.6M tokens/mo
Current Fleet Utilization
12.3%
Based on continuous throughput
Monthly Delta (API vs. GPU)
$878.46
API saves $878.46/mo at this volume
FinOps Recommendation: Stay on Managed API with Prompt Caching + Batch Routing
At 300M tokens/mo, optimized API with KV-cache and async batching is $878.46/mo cheaper than dedicated GPU nodes.
Compare GPU & Gateway Credits →
Monthly Inference TCO Across Frontier Models (Live Workload Comparison)

287 Verified Cloud GPU & LLM TCO Benchmarks

Every route calculates model-specific token rates, prompt cache discounts, and dedicated GPU break-even utilization. Click any benchmark to load its live parameters into the calculator.

Showing 91 benchmarks in LLM vs. LLM Cost
Benchmark Comparison Route Benchmark Type Workload Volume Primary Monthly TCO Comparison / Cluster TCO Blended Rate / 1M GPU Break-Even Util. Action
OpenAI GPT-5 vs OpenAI GPT-5 Mini Token TCO & Batch Caching Calculator (2026) LLM vs. LLM Cost 257M in / 53M out $1,334.72/mo $456.35/mo $2.94 / 1M 20.9% Open Model →
OpenAI GPT-5 vs Anthropic Claude 4.5 Sonnet Token TCO & Batch Caching Calculator (2026) LLM vs. LLM Cost 264M in / 56M out $1,384.60/mo $1,687.42/mo $2.99 / 1M 21.9% Open Model →
Anthropic Claude 4.5 Sonnet vs DeepSeek V3 MoE Token TCO & Batch Caching Calculator (2026) LLM vs. LLM Cost 342M in / 82M out $2,163.84/mo $501.66/mo $3.96 / 1M 26.1% Open Model →