Alibaba Cloud Int. vs DigitalOcean: 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.

2.40× typical advantage

6 exact models with complete recent speed data

Lowest token cost

ACAlibaba Cloud Int.

$1.0876 / 1M

6 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.	DigitalOcean
ZA GLM 5.2Winner · DigitalOcean 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	DigitalOcean Blended price $2.1667 / 1M 500-token response 12.22 s Response starts 1.11 s Output speed 45.0 tok/s Route uptime 98.78% Context 262.1K Route digitalocean
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	DigitalOcean Blended price $1.856 / 1M 500-token response 33.90 s Response starts 0.57 s Output speed 15.0 tok/s Route uptime 99.92% Context 262.1K Route digitalocean
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	DigitalOcean Blended price $0.1493 / 1M 500-token response 39.59 s Response starts 1.13 s Output speed 13.0 tok/s Route uptime 99.79% Context 262.1K Route digitalocean
Q Qwen3.5 397B A17BWinner · Alibaba Cloud Int. 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	DigitalOcean Blended price $1.0733 / 1M 500-token response 60.33 s Response starts 4.77 s Output speed 9.0 tok/s Route uptime 81.67% Context 131.1K Route digitalocean
D DeepSeek V3.2Winner · Alibaba Cloud Int. 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	DigitalOcean Blended price $0.7367 / 1M 500-token response 57.26 s Response starts 1.71 s Output speed 9.0 tok/s Route uptime 96.84% Context 163.8K Route digitalocean
Q Qwen3 Coder 30B A3B InstructWinner · Alibaba Cloud Int. 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	DigitalOcean Blended price $0.8667 / 1M 500-token response 335.24 s Response starts 1.90 s Output speed 1.5 tok/s Route uptime N/a Context 262.1K Route digitalocean

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.