Alibaba Cloud Int. vs Weights & Biases: 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.

1.15× typical advantage

7 exact models with complete recent speed data

Lowest token cost

W&Weights & Biases

$1.2024 / 1M

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

Most models available

ACAlibaba Cloud Int.

48 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	Alibaba Cloud Int.	Weights & Biases
ZA GLM 5.2Winner · Weights & Biases 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	Weights & Biases Blended price $2.3933 / 1M 500-token response 4.48 s Response starts 0.58 s Output speed 128.0 tok/s Route uptime 99.89% Context 262.1K Route wandb/fp4
Q Qwen3.6 27BWinner · Weights & Biases 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	Weights & Biases Blended price $1.6 / 1M 500-token response 17.53 s Response starts 0.29 s Output speed 29.0 tok/s Route uptime 100.00% Context 262.1K Route wandb/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	Weights & Biases Blended price $2.32 / 1M 500-token response 126.79 s Response starts 1.79 s Output speed 4.0 tok/s Route uptime 97.62% Context 1M Route wandb/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	Weights & Biases Blended price $0.1867 / 1M 500-token response 23.36 s Response starts 0.63 s Output speed 22.0 tok/s Route uptime 99.69% Context 1M Route wandb/fp8
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	Weights & Biases Blended price $0.5833 / 1M 500-token response 6.24 s Response starts 0.46 s Output speed 86.5 tok/s Route uptime 100.00% Context 262.1K Route wandb/fp8
Q Qwen3 30B A3B Instruct 2507Winner · Weights & Biases qwen/qwen3-30b-a3b-instruct-2507	Alibaba Cloud Int. Blended price $0.26 / 1M 500-token response 5.16 s Response starts 0.31 s Output speed 103.0 tok/s Route uptime 100.00% Context 131.1K Route alibaba	Weights & Biases Blended price $0.1667 / 1M 500-token response 5.93 s Response starts 0.18 s Output speed 87.0 tok/s Route uptime 100.00% Context 262.1K Route wandb/bf16
Q Qwen3 Coder 480B A35BWinner · Weights & Biases 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	Weights & Biases Blended price $1.1667 / 1M 500-token response 10.19 s Response starts 0.39 s Output speed 51.0 tok/s Route uptime N/a Context 262.1K Route wandb/bf16

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.