SiliconFlow 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

3.46× typical advantage

14 exact models with complete recent speed data

Lowest token cost

SSiliconFlow

$0.8858 / 1M

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

Most models available

SSiliconFlow

36 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	SiliconFlow	Weights & Biases
ZA GLM 5.2Winner · Weights & Biases z-ai/glm-5.2	SiliconFlow Blended price $2.232 / 1M 500-token response 20.11 s Response starts 3.44 s Output speed 30.0 tok/s Route uptime 99.96% Context 1M Route siliconflow/fp8	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
M Kimi K2.7 CodeWinner · Weights & Biases moonshotai/kimi-k2.7-code	SiliconFlow Blended price $1.8394 / 1M 500-token response 15.76 s Response starts 1.48 s Output speed 35.0 tok/s Route uptime 97.48% Context 262.1K Route siliconflow/fp8	Weights & Biases Blended price $1.96 / 1M 500-token response 3.20 s Response starts 0.46 s Output speed 182.0 tok/s Route uptime N/a Context 262.1K Route wandb/int4
Q Qwen3.6 35B A3BWinner · Weights & Biases qwen/qwen3.6-35b-a3b	SiliconFlow Blended price $0.6667 / 1M 500-token response 18.49 s Response starts 1.25 s Output speed 29.0 tok/s Route uptime 97.82% Context 262.1K Route siliconflow/fp8	Weights & Biases Blended price $0.5833 / 1M 500-token response 3.52 s Response starts 0.27 s Output speed 154.0 tok/s Route uptime 100.00% Context 262.1K Route wandb/fp8
Q Qwen3.6 27BWinner · Weights & Biases qwen/qwen3.6-27b	SiliconFlow Blended price $1.2667 / 1M 500-token response 64.25 s Response starts 1.75 s Output speed 8.0 tok/s Route uptime 83.18% Context 262.1K Route siliconflow/fp8	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 · SiliconFlow deepseek/deepseek-v4-pro	SiliconFlow Blended price $2.0461 / 1M 500-token response 23.66 s Response starts 1.92 s Output speed 23.0 tok/s Route uptime 95.13% Context 1M Route siliconflow/fp8	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 · SiliconFlow deepseek/deepseek-v4-flash	SiliconFlow Blended price $0.18 / 1M 500-token response 11.49 s Response starts 1.69 s Output speed 51.0 tok/s Route uptime 98.57% Context 1M Route siliconflow/fp8	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	SiliconFlow Blended price $1.6467 / 1M 500-token response 37.63 s Response starts 4.29 s Output speed 15.0 tok/s Route uptime 97.23% Context 262.1K Route siliconflow/fp8	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
G Gemma 4 31BWinner · Weights & Biases google/gemma-4-31b-it	SiliconFlow Blended price $0.22 / 1M 500-token response 54.85 s Response starts 13.19 s Output speed 12.0 tok/s Route uptime 40.07% Context 262.1K Route siliconflow/fp8	Weights & Biases Blended price $0.1967 / 1M 500-token response 17.81 s Response starts 0.57 s Output speed 29.0 tok/s Route uptime 99.79% Context 262.1K Route wandb/bf16
Q Qwen3.5-35B-A3BWinner · Weights & Biases qwen/qwen3.5-35b-a3b	SiliconFlow Blended price $0.76 / 1M 500-token response 33.86 s Response starts 4.44 s Output speed 17.0 tok/s Route uptime 83.07% Context 262.1K Route siliconflow/fp8	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
M MiniMax M2.5Winner · Weights & Biases minimax/minimax-m2.5	SiliconFlow Blended price $0.6 / 1M 500-token response 15.44 s Response starts 1.55 s Output speed 36.0 tok/s Route uptime N/a Context 196.6K Route siliconflow/fp8	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
D DeepSeek V3.1Winner · Weights & Biases deepseek/deepseek-chat-v3.1	SiliconFlow Blended price $0.5133 / 1M 500-token response 33.11 s Response starts 1.86 s Output speed 16.0 tok/s Route uptime 94.21% Context 163.8K Route siliconflow/fp8	Weights & Biases Blended price $0.9167 / 1M 500-token response 10.15 s Response starts 0.34 s Output speed 51.0 tok/s Route uptime 100.00% Context 161K Route wandb/fp8
O gpt-oss-120bWinner · Weights & Biases openai/gpt-oss-120b	SiliconFlow Blended price $0.1833 / 1M 500-token response 44.57 s Response starts 2.90 s Output speed 12.0 tok/s Route uptime 64.12% Context 131.1K Route siliconflow/fp8	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
O gpt-oss-20bWinner · Weights & Biases openai/gpt-oss-20b	SiliconFlow Blended price $0.0867 / 1M 500-token response 42.99 s Response starts 1.33 s Output speed 12.0 tok/s Route uptime 99.35% Context 131.1K Route siliconflow/fp8	Weights & Biases Blended price $0.0633 / 1M 500-token response 3.58 s Response starts 0.27 s Output speed 151.0 tok/s Route uptime 99.67% Context 131.1K Route wandb/fp4
Q Qwen3 30B A3B Instruct 2507Winner · Weights & Biases qwen/qwen3-30b-a3b-instruct-2507	SiliconFlow Blended price $0.16 / 1M 500-token response 11.57 s Response starts 1.57 s Output speed 50.0 tok/s Route uptime 97.03% Context 262.1K Route siliconflow/fp8	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

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.