PRICE~moonshotai/kimi-latest cached_input_per_mtok increased from 0.29 to 0.8011m PRICE~moonshotai/kimi-latest output_per_mtok increased from 11.36 to 13.0011m PRICE~moonshotai/kimi-latest input_per_mtok increased from 0.75 to 0.9811m PRICE~deepseek/deepseek-pro-latest input_per_mtok decreased from 0.13 to 0.1343m PRICE~deepseek/deepseek-pro-latest output_per_mtok increased from 0.40 to 4.2043m PRICE~deepseek/deepseek-pro-latest cached_input_per_mtok increased from 0.0042 to 0.1043m PRICE~moonshotai/kimi-latest input_per_mtok decreased from 0.99 to 0.7543m PRICE~moonshotai/kimi-latest output_per_mtok decreased from 13.00 to 11.3643m PRICE~moonshotai/kimi-latest cached_input_per_mtok decreased from 0.80 to 0.2943m PRICE~moonshotai/kimi-latest input_per_mtok increased from 0.75 to 0.991h PRICE~moonshotai/kimi-latest output_per_mtok increased from 11.36 to 13.001h PRICE~moonshotai/kimi-latest cached_input_per_mtok increased from 0.29 to 0.801h PERFORMANCEGLM-5.2 → Scaleway: TTFT ↑ 20%2h PERFORMANCEDeepSeek V4 Flash → Scaleway: TTFT ↑ 35%2h PERFORMANCEMistral Medium 3.5 → Scaleway: TTFT ↓ 21%2h PERFORMANCEDeepSeek V4 Flash → Scaleway: throughput ↓ 20%2h PERFORMANCEGPT-OSS 120B → Scaleway: throughput ↑ 31%2h PERFORMANCEGPT-OSS 120B → Scaleway: TTFT ↓ 24%2h PERFORMANCEGPT-OSS 120B → Together AI: throughput ↑ 20%2h PERFORMANCEKimi K3 via OpenRouter: TTFT ↓ 49%2h PERFORMANCEGLM-5.2 via OpenRouter: reliability recovered 96.8% → 100.0%2h PERFORMANCEKimi K3 via Cortecs: throughput ↑ 184%2h PERFORMANCEKimi K3 via Cortecs: TTFT ↓ 42%2h PERFORMANCEGLM-5.2 via OpenRouter: throughput ↓ 49%2h PERFORMANCEGLM-5.2 via OpenRouter: TTFT ↑ 121%2h PERFORMANCEMiniMax M3 via OpenRouter: reliability recovered 96.8% → 100.0%2h PERFORMANCEDeepSeek V4 Pro via Cortecs: throughput ↑ 27%2h PERFORMANCEGPT-OSS 120B via OpenRouter: throughput ↓ 22%2h PERFORMANCEGLM-4.7 via OpenRouter: TTFT ↓ 78%2h PERFORMANCEGPT-OSS 20B → Groq: TTFT ↑ 24%2h PERFORMANCEKimi K3 → Together AI: TTFT ↓ 34%2h PERFORMANCEDeepSeek V4 Flash via OpenRouter: throughput ↓ 17%2h PERFORMANCELlama 3.3 70B via Cortecs: TTFT ↓ 51%2h PERFORMANCEQwen3 235B via OpenRouter: throughput ↑ 37%2h PERFORMANCEQwen3 235B via OpenRouter: TTFT ↓ 29%2h PERFORMANCEDeepSeek V4 Flash → Together AI: throughput ↑ 19%2h PERFORMANCEGLM-5.3 via OpenRouter: throughput ↓ 17%2h PERFORMANCEGPT-OSS 20B via Cortecs: throughput ↑ 28%2h PERFORMANCELlama 3.3 70B → Together AI: TTFT ↓ 33%2h PRICEtencent/hy4-preview output_per_mtok increased from 2.25 to 2.502h

PRICE~moonshotai/kimi-latest cached_input_per_mtok increased from 0.29 to 0.8011m PRICE~moonshotai/kimi-latest output_per_mtok increased from 11.36 to 13.0011m PRICE~moonshotai/kimi-latest input_per_mtok increased from 0.75 to 0.9811m PRICE~deepseek/deepseek-pro-latest input_per_mtok decreased from 0.13 to 0.1343m PRICE~deepseek/deepseek-pro-latest output_per_mtok increased from 0.40 to 4.2043m PRICE~deepseek/deepseek-pro-latest cached_input_per_mtok increased from 0.0042 to 0.1043m PRICE~moonshotai/kimi-latest input_per_mtok decreased from 0.99 to 0.7543m PRICE~moonshotai/kimi-latest output_per_mtok decreased from 13.00 to 11.3643m PRICE~moonshotai/kimi-latest cached_input_per_mtok decreased from 0.80 to 0.2943m PRICE~moonshotai/kimi-latest input_per_mtok increased from 0.75 to 0.991h PRICE~moonshotai/kimi-latest output_per_mtok increased from 11.36 to 13.001h PRICE~moonshotai/kimi-latest cached_input_per_mtok increased from 0.29 to 0.801h PERFORMANCEGLM-5.2 → Scaleway: TTFT ↑ 20%2h PERFORMANCEDeepSeek V4 Flash → Scaleway: TTFT ↑ 35%2h PERFORMANCEMistral Medium 3.5 → Scaleway: TTFT ↓ 21%2h PERFORMANCEDeepSeek V4 Flash → Scaleway: throughput ↓ 20%2h PERFORMANCEGPT-OSS 120B → Scaleway: throughput ↑ 31%2h PERFORMANCEGPT-OSS 120B → Scaleway: TTFT ↓ 24%2h PERFORMANCEGPT-OSS 120B → Together AI: throughput ↑ 20%2h PERFORMANCEKimi K3 via OpenRouter: TTFT ↓ 49%2h PERFORMANCEGLM-5.2 via OpenRouter: reliability recovered 96.8% → 100.0%2h PERFORMANCEKimi K3 via Cortecs: throughput ↑ 184%2h PERFORMANCEKimi K3 via Cortecs: TTFT ↓ 42%2h PERFORMANCEGLM-5.2 via OpenRouter: throughput ↓ 49%2h PERFORMANCEGLM-5.2 via OpenRouter: TTFT ↑ 121%2h PERFORMANCEMiniMax M3 via OpenRouter: reliability recovered 96.8% → 100.0%2h PERFORMANCEDeepSeek V4 Pro via Cortecs: throughput ↑ 27%2h PERFORMANCEGPT-OSS 120B via OpenRouter: throughput ↓ 22%2h PERFORMANCEGLM-4.7 via OpenRouter: TTFT ↓ 78%2h PERFORMANCEGPT-OSS 20B → Groq: TTFT ↑ 24%2h PERFORMANCEKimi K3 → Together AI: TTFT ↓ 34%2h PERFORMANCEDeepSeek V4 Flash via OpenRouter: throughput ↓ 17%2h PERFORMANCELlama 3.3 70B via Cortecs: TTFT ↓ 51%2h PERFORMANCEQwen3 235B via OpenRouter: throughput ↑ 37%2h PERFORMANCEQwen3 235B via OpenRouter: TTFT ↓ 29%2h PERFORMANCEDeepSeek V4 Flash → Together AI: throughput ↑ 19%2h PERFORMANCEGLM-5.3 via OpenRouter: throughput ↓ 17%2h PERFORMANCEGPT-OSS 20B via Cortecs: throughput ↑ 28%2h PERFORMANCELlama 3.3 70B → Together AI: TTFT ↓ 33%2h PRICEtencent/hy4-preview output_per_mtok increased from 2.25 to 2.502h

Qwen3-235B

8 providers · 235B MoE · 128k context · 3 regions · all models →

Qwen3-235B across 8 providers

Same model. Different infrastructure.

TTFT spread5.9×Throughput spread1.6×Output price7.4×Tool reliability2.0 pts

TTFT162 ms955 msbest: Scaleway

Throughput50 tok/s81 tok/sbest: Scaleway

Output price$0.35/M$2.58/Mbest: OpenRouter

Reliability99.5%100.0%best: Scaleway

Tool success98.0%100.0%best: Scaleway

Qwen3-235B — tool-calling benchmark

3 providers · 98.0% → 100.0% · 2.0 pt spread

#	Provider	Tools	Δ best	Rel.	JSON	TTFT	P95	Tok/s	$ Out
01	OpenRouter	100.0%	—	100.0%	100.0%	766 ms	3027 ms	59	$0.35
02	Scaleway	100.0%	−0.0	100.0%	100.0%	162 ms	837 ms	81	$2.58
03	Cortecs	98.0%	−2.0	99.5%	100.0%	955 ms	5645 ms	50	$0.47

Qwen3-235B inference benchmark: fastest & cheapest providers · InferenceBench