DigitalOcean 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

W&Weights & Biases

1.62× typical advantage

6 exact models with complete recent speed data

Lowest token cost

DDigitalOcean

$1.0676 / 1M

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

Most models available

W&Weights & Biases

19 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	DigitalOcean	Weights & Biases
ZA GLM 5.2Winner · Weights & Biases z-ai/glm-5.2	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	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
D DeepSeek V4 ProWinner · DigitalOcean deepseek/deepseek-v4-pro	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	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 · Weights & Biases deepseek/deepseek-v4-flash	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	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
M Kimi K2.6Winner · Weights & Biases moonshotai/kimi-k2.6	DigitalOcean Blended price $1.5733 / 1M 500-token response 13.08 s Response starts 0.89 s Output speed 41.0 tok/s Route uptime 99.04% Context 262.1K Route digitalocean	Weights & Biases Blended price $1.9667 / 1M 500-token response 4.30 s Response starts 0.45 s Output speed 130.0 tok/s Route uptime 100.00% Context 262.1K Route wandb/fp4
M MiniMax M2.5Winner · DigitalOcean minimax/minimax-m2.5	DigitalOcean Blended price $0.45 / 1M 500-token response 8.35 s Response starts 0.78 s Output speed 66.0 tok/s Route uptime 100.00% Context 65.5K Route digitalocean	Weights & Biases Blended price $0.6 / 1M 500-token response 6.40 s Response starts 0.38 s Output speed 83.0 tok/s Route uptime N/a Context 196.6K Route wandb/fp8
O gpt-oss-120bWinner · Weights & Biases openai/gpt-oss-120b	DigitalOcean Blended price $0.21 / 1M 500-token response 25.10 s Response starts 3.36 s Output speed 23.0 tok/s Route uptime 98.90% Context 128K Route digitalocean	Weights & Biases Blended price $0.0733 / 1M 500-token response 16.33 s Response starts 1.18 s Output speed 33.0 tok/s Route uptime 29.94% Context 131.1K Route wandb/fp4

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.