Alibaba Cloud Int. vs NovitaAI: LLM provider comparison

At a glance

Metric winners

There is no overall score. Each winner answers one specific question using only directly comparable data.

Fastest on shared models

ACAlibaba Cloud Int.

1.25× typical advantage

16 exact models with complete recent speed data

Lowest token cost

ACAlibaba Cloud Int.

$0.8787 / 1M

16 exact models using a 1K-input/500-output mix

Most models available

NNovitaAI

66 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	Alibaba Cloud Int.	NovitaAI
ZA GLM 5.2Winner · Alibaba Cloud Int. z-ai/glm-5.2	Alibaba Cloud Int. Blended price $2.1192 / 1M 500-token response 17.65 s Response starts 1.52 s Output speed 31.0 tok/s Route uptime 99.88% Context 1M Route alibaba	NovitaAI Blended price $1.6536 / 1M 500-token response 23.05 s Response starts 3.05 s Output speed 25.0 tok/s Route uptime 99.45% Context 1M Route novita/fp8
D DeepSeek V4 ProWinner · NovitaAI deepseek/deepseek-v4-pro	Alibaba Cloud Int. Blended price $1.888 / 1M 500-token response 11.64 s Response starts 1.44 s Output speed 49.0 tok/s Route uptime 99.78% Context 1M Route alibaba	NovitaAI Blended price $1.5573 / 1M 500-token response 13.19 s Response starts 1.83 s Output speed 44.0 tok/s Route uptime 98.82% Context 1M Route novita/fp8
D DeepSeek V4 FlashWinner · Alibaba Cloud Int. deepseek/deepseek-v4-flash	Alibaba Cloud Int. Blended price $0.1787 / 1M 500-token response 12.56 s Response starts 1.69 s Output speed 46.0 tok/s Route uptime 99.67% Context 1M Route alibaba	NovitaAI Blended price $0.1867 / 1M 500-token response 15.08 s Response starts 1.56 s Output speed 37.0 tok/s Route uptime 99.95% Context 1M Route novita/fp8
Q Qwen3.5-27BWinner · Alibaba Cloud Int. qwen/qwen3.5-27b	Alibaba Cloud Int. Blended price $0.65 / 1M 500-token response 26.53 s Response starts 2.72 s Output speed 21.0 tok/s Route uptime 99.92% Context 262.1K Route alibaba	NovitaAI Blended price $1 / 1M 500-token response 31.16 s Response starts 3.39 s Output speed 18.0 tok/s Route uptime 100.00% Context 262.1K Route novita/bf16
Q Qwen3.5-122B-A10BWinner · Alibaba Cloud Int. qwen/qwen3.5-122b-a10b	Alibaba Cloud Int. Blended price $0.8667 / 1M 500-token response 14.92 s Response starts 1.40 s Output speed 37.0 tok/s Route uptime 99.93% Context 262.1K Route alibaba	NovitaAI Blended price $1.3333 / 1M 500-token response 20.06 s Response starts 2.20 s Output speed 28.0 tok/s Route uptime 99.95% Context 262.1K Route novita/bf16
Q Qwen3.5 397B A17BWinner · NovitaAI qwen/qwen3.5-397b-a17b	Alibaba Cloud Int. Blended price $1.04 / 1M 500-token response 32.41 s Response starts 1.16 s Output speed 16.0 tok/s Route uptime 99.97% Context 262.1K Route alibaba	NovitaAI Blended price $1.6 / 1M 500-token response 12.11 s Response starts 2.30 s Output speed 51.0 tok/s Route uptime 99.35% Context 262.1K Route novita
Q Qwen3 Coder NextWinner · NovitaAI qwen/qwen3-coder-next	Alibaba Cloud Int. Blended price $0.7 / 1M 500-token response 32.17 s Response starts 0.92 s Output speed 16.0 tok/s Route uptime N/a Context 262.1K Route alibaba	NovitaAI Blended price $0.6333 / 1M 500-token response 12.58 s Response starts 1.47 s Output speed 45.0 tok/s Route uptime N/a Context 262.1K Route novita/fp8
D DeepSeek V3.2Winner · NovitaAI deepseek/deepseek-v3.2	Alibaba Cloud Int. Blended price $0.6175 / 1M 500-token response 28.11 s Response starts 1.79 s Output speed 19.0 tok/s Route uptime 99.18% Context 131.1K Route alibaba	NovitaAI Blended price $0.3127 / 1M 500-token response 23.97 s Response starts 1.25 s Output speed 22.0 tok/s Route uptime 99.97% Context 163.8K Route novita/fp8
Q Qwen3 VL 30B A3B InstructWinner · Alibaba Cloud Int. qwen/qwen3-vl-30b-a3b-instruct	Alibaba Cloud Int. Blended price $0.26 / 1M 500-token response 16.61 s Response starts 0.48 s Output speed 31.0 tok/s Route uptime 100.00% Context 131.1K Route alibaba	NovitaAI Blended price $0.3667 / 1M 500-token response 63.36 s Response starts 0.86 s Output speed 8.0 tok/s Route uptime 94.38% Context 131.1K Route novita/bf16
Q Qwen3 VL 235B A22B ThinkingWinner · Alibaba Cloud Int. qwen/qwen3-vl-235b-a22b-thinking	Alibaba Cloud Int. Blended price $1.04 / 1M 500-token response 9.34 s Response starts 0.72 s Output speed 58.0 tok/s Route uptime 95.81% Context 131.1K Route alibaba	NovitaAI Blended price $1.97 / 1M 500-token response 12.43 s Response starts 0.93 s Output speed 43.5 tok/s Route uptime N/a Context 131.1K Route novita/bf16
Q Qwen3 VL 235B A22B InstructWinner · Alibaba Cloud Int. qwen/qwen3-vl-235b-a22b-instruct	Alibaba Cloud Int. Blended price $0.52 / 1M 500-token response 18.57 s Response starts 0.71 s Output speed 28.0 tok/s Route uptime 100.00% Context 131.1K Route alibaba	NovitaAI Blended price $0.7 / 1M 500-token response 46.86 s Response starts 1.40 s Output speed 11.0 tok/s Route uptime 95.80% Context 131.1K Route novita/bf16
Q Qwen3 Next 80B A3B InstructWinner · Alibaba Cloud Int. qwen/qwen3-next-80b-a3b-instruct	Alibaba Cloud Int. Blended price $0.325 / 1M 500-token response 5.67 s Response starts 0.67 s Output speed 100.0 tok/s Route uptime 100.00% Context 131.1K Route alibaba	NovitaAI Blended price $0.6 / 1M 500-token response 6.14 s Response starts 0.91 s Output speed 95.5 tok/s Route uptime 100.00% Context 131.1K Route novita/bf16
Q Qwen3 Coder 30B A3B InstructWinner · NovitaAI qwen/qwen3-coder-30b-a3b-instruct	Alibaba Cloud Int. Blended price $0.6825 / 1M 500-token response 9.98 s Response starts 0.89 s Output speed 55.0 tok/s Route uptime N/a Context 262.1K Route alibaba	NovitaAI Blended price $0.1367 / 1M 500-token response 9.69 s Response starts 0.60 s Output speed 55.0 tok/s Route uptime 98.56% Context 160K Route novita/fp8
Q Qwen3 235B A22B Thinking 2507Winner · Alibaba Cloud Int. qwen/qwen3-235b-a22b-thinking-2507	Alibaba Cloud Int. Blended price $0.598 / 1M 500-token response 9.12 s Response starts 0.65 s Output speed 59.0 tok/s Route uptime 100.00% Context 131.1K Route alibaba	NovitaAI Blended price $1.2 / 1M 500-token response 15.13 s Response starts 0.84 s Output speed 35.0 tok/s Route uptime 89.60% Context 131.1K Route novita/fp8
Q Qwen3 Coder 480B A35BWinner · NovitaAI qwen/qwen3-coder	Alibaba Cloud Int. Blended price $2.275 / 1M 500-token response 12.51 s Response starts 1.40 s Output speed 45.0 tok/s Route uptime N/a Context 262.1K Route alibaba/opensource	NovitaAI Blended price $0.77 / 1M 500-token response 17.36 s Response starts 1.48 s Output speed 31.5 tok/s Route uptime N/a Context 262.1K Route novita/fp8
Q Qwen3 235B A22B Instruct 2507Winner · Alibaba Cloud Int. qwen/qwen3-235b-a22b-2507	Alibaba Cloud Int. Blended price $0.299 / 1M 500-token response 10.46 s Response starts 0.46 s Output speed 50.0 tok/s Route uptime 99.97% Context 131.1K Route alibaba	NovitaAI Blended price $0.2533 / 1M 500-token response 19.95 s Response starts 0.72 s Output speed 26.0 tok/s Route uptime 99.83% Context 131.1K Route novita/fp8

A per-model winner combines blended price and estimated 500-token response time with equal proportional weight. Ties and rows missing either measurement receive no badge. Comparison data calculated Jul 16, 2026, 8:19 AM UTC. Values use one deterministic route per provider and model; missing measurements remain visible as N/a.