DeepInfra 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

1.49× typical advantage

16 exact models with complete recent speed data

Lowest token cost

DDeepInfra

$0.6847 / 1M

16 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	DeepInfra	Weights & Biases
ZA GLM 5.2Winner · Weights & Biases z-ai/glm-5.2	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	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	DeepInfra Blended price $1.66 / 1M 500-token response 15.92 s Response starts 0.77 s Output speed 33.0 tok/s Route uptime 100.00% Context 262.1K Route deepinfra/fp4	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 27BWinner · Weights & Biases qwen/qwen3.6-27b	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	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 · DeepInfra deepseek/deepseek-v4-pro	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	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 · DeepInfra deepseek/deepseek-v4-flash	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	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	DeepInfra Blended price $1.6667 / 1M 500-token response 12.84 s Response starts 0.93 s Output speed 42.0 tok/s Route uptime 99.94% Context 262.1K Route deepinfra/fp4	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	DeepInfra Blended price $0.2033 / 1M 500-token response 22.57 s Response starts 0.83 s Output speed 23.0 tok/s Route uptime 99.06% Context 262.1K Route deepinfra/turbo	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 · DeepInfra qwen/qwen3.5-35b-a3b	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	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	DeepInfra Blended price $0.4833 / 1M 500-token response 11.21 s Response starts 1.01 s Output speed 49.0 tok/s Route uptime 100.00% Context 196.6K Route deepinfra/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	DeepInfra Blended price $0.4833 / 1M 500-token response 42.51 s Response starts 0.85 s Output speed 12.0 tok/s Route uptime 99.78% Context 163.8K Route deepinfra/fp4	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 · DeepInfra openai/gpt-oss-120b	DeepInfra Blended price $0.0813 / 1M 500-token response 12.10 s Response starts 0.47 s Output speed 43.0 tok/s Route uptime 94.64% Context 131.1K Route deepinfra/bf16	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	DeepInfra Blended price $0.0667 / 1M 500-token response 5.15 s Response starts 0.35 s Output speed 104.0 tok/s Route uptime 99.78% Context 131.1K Route deepinfra/bf16	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 Coder 480B A35BWinner · DeepInfra qwen/qwen3-coder	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	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
ML Llama 3.3 70B InstructWinner · DeepInfra meta-llama/llama-3.3-70b-instruct	DeepInfra Blended price $0.1733 / 1M 500-token response 31.59 s Response starts 0.34 s Output speed 16.0 tok/s Route uptime 98.39% Context 131.1K Route deepinfra/turbo	Weights & Biases Blended price $0.71 / 1M 500-token response 7.82 s Response starts 0.24 s Output speed 66.0 tok/s Route uptime 100.00% Context 128K Route wandb/fp16
ML Llama 3.1 70B InstructWinner · DeepInfra meta-llama/llama-3.1-70b-instruct	DeepInfra Blended price $0.4 / 1M 500-token response 24.12 s Response starts 0.31 s Output speed 21.0 tok/s Route uptime 92.72% Context 131.1K Route deepinfra/turbo	Weights & Biases Blended price $0.8 / 1M 500-token response 17.46 s Response starts 0.22 s Output speed 29.0 tok/s Route uptime 100.00% Context 128K Route wandb/bf16
ML Llama 3.1 8B InstructWinner · Weights & Biases meta-llama/llama-3.1-8b-instruct	DeepInfra Blended price $0.0233 / 1M 500-token response 34.28 s Response starts 0.95 s Output speed 15.0 tok/s Route uptime 99.70% Context 131.1K Route deepinfra/fp8	Weights & Biases Blended price $0.22 / 1M 500-token response 3.58 s Response starts 0.18 s Output speed 147.0 tok/s Route uptime 100.00% Context 128K 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.