Alibaba Cloud Int. vs DeepInfra: 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.

1.62× typical advantage

17 exact models with complete recent speed data

Lowest token cost

DDeepInfra

$0.6787 / 1M

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

Most models available

DDeepInfra

87 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	Alibaba Cloud Int.	DeepInfra
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	DeepInfra Blended price $1.62 / 1M 500-token response 42.37 s Response starts 0.70 s Output speed 12.0 tok/s Route uptime N/a Context 1M Route deepinfra/fp4
Q Qwen3.6 27BWinner · Alibaba Cloud Int. qwen/qwen3.6-27b	Alibaba Cloud Int. Blended price $1.2 / 1M 500-token response 25.88 s Response starts 0.88 s Output speed 20.0 tok/s Route uptime 99.64% Context 262.1K Route alibaba	DeepInfra Blended price $1.28 / 1M 500-token response 27.04 s Response starts 0.73 s Output speed 19.0 tok/s Route uptime 99.57% Context 262.1K Route deepinfra/fp8
D DeepSeek V4 ProWinner · Alibaba Cloud Int. 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	DeepInfra Blended price $1.7333 / 1M 500-token response 18.19 s Response starts 0.94 s Output speed 29.0 tok/s Route uptime 98.79% Context 1M Route deepinfra/fp4
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	DeepInfra Blended price $0.12 / 1M 500-token response 20.36 s Response starts 1.13 s Output speed 26.0 tok/s Route uptime 99.43% Context 1M Route deepinfra/fp4
Q Qwen3.5-35B-A3BWinner · Alibaba Cloud Int. qwen/qwen3.5-35b-a3b	Alibaba Cloud Int. Blended price $0.5417 / 1M 500-token response 4.44 s Response starts 0.65 s Output speed 132.0 tok/s Route uptime 99.89% Context 262.1K Route alibaba	DeepInfra Blended price $0.4267 / 1M 500-token response 5.89 s Response starts 0.28 s Output speed 89.0 tok/s Route uptime 99.69% Context 262.1K Route deepinfra/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	DeepInfra Blended price $1.04 / 1M 500-token response 19.41 s Response starts 1.55 s Output speed 28.0 tok/s Route uptime 93.77% Context 262.1K Route deepinfra/fp8
Q Qwen3.5-122B-A10B 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	DeepInfra Blended price $0.9933 / 1M 500-token response N/a Response starts 160.45 s Output speed 0.0 tok/s Route uptime 17.59% Context 262.1K Route deepinfra/fp4
Q Qwen3.5 397B A17BWinner · DeepInfra 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	DeepInfra Blended price $1.3 / 1M 500-token response 14.53 s Response starts 0.64 s Output speed 36.0 tok/s Route uptime 79.03% Context 262.1K Route deepinfra/fp8
D DeepSeek V3.2Winner · DeepInfra 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	DeepInfra Blended price $0.3 / 1M 500-token response 42.39 s Response starts 0.73 s Output speed 12.0 tok/s Route uptime 83.26% Context 163.8K Route deepinfra/fp4
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	DeepInfra Blended price $0.3 / 1M 500-token response 45.94 s Response starts 0.48 s Output speed 11.0 tok/s Route uptime 96.83% Context 262.1K Route deepinfra/fp8
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	DeepInfra Blended price $0.4267 / 1M 500-token response 34.42 s Response starts 1.09 s Output speed 15.0 tok/s Route uptime 98.99% Context 262.1K Route deepinfra/fp8
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	DeepInfra Blended price $0.4267 / 1M 500-token response 12.34 s Response starts 0.71 s Output speed 43.0 tok/s Route uptime 91.50% Context 262.1K Route deepinfra/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	DeepInfra Blended price $0.92 / 1M 500-token response 16.05 s Response starts 0.43 s Output speed 32.0 tok/s Route uptime 100.00% Context 262.1K Route deepinfra/fp8
Q Qwen3 Coder 480B A35BWinner · DeepInfra 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	DeepInfra Blended price $0.5333 / 1M 500-token response 7.51 s Response starts 0.36 s Output speed 70.0 tok/s Route uptime 99.84% Context 262.1K Route deepinfra/turbo
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	DeepInfra Blended price $0.2433 / 1M 500-token response 26.72 s Response starts 0.40 s Output speed 19.0 tok/s Route uptime 98.78% Context 262.1K Route deepinfra/fp8
Q Qwen3 30B A3BWinner · Alibaba Cloud Int. qwen/qwen3-30b-a3b	Alibaba Cloud Int. Blended price $0.26 / 1M 500-token response 5.12 s Response starts 0.41 s Output speed 106.0 tok/s Route uptime 100.00% Context 131.1K Route alibaba	DeepInfra Blended price $0.2467 / 1M 500-token response 10.86 s Response starts 0.22 s Output speed 47.0 tok/s Route uptime 99.63% Context 41K Route deepinfra/fp8
Q Qwen3 14BWinner · DeepInfra qwen/qwen3-14b	Alibaba Cloud Int. Blended price $0.455 / 1M 500-token response 10.09 s Response starts 0.28 s Output speed 51.0 tok/s Route uptime 100.00% Context 131.1K Route alibaba	DeepInfra Blended price $0.16 / 1M 500-token response 8.66 s Response starts 0.46 s Output speed 61.0 tok/s Route uptime 99.75% Context 41K Route deepinfra/fp8
Q Qwen3 32BWinner · Alibaba Cloud Int. qwen/qwen3-32b	Alibaba Cloud Int. Blended price $0.208 / 1M 500-token response 6.98 s Response starts 0.31 s Output speed 75.0 tok/s Route uptime 99.85% Context 131.1K Route alibaba	DeepInfra Blended price $0.1467 / 1M 500-token response 15.38 s Response starts 0.23 s Output speed 33.0 tok/s Route uptime 99.99% Context 41K Route deepinfra/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.