Together 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

1.15× typical advantage

8 exact models with complete recent speed data

Lowest token cost

W&Weights & Biases

$1.2104 / 1M

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

Most models available

Equal result

19 models each

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	Together	Weights & Biases
ZA GLM 5.2Winner · Weights & Biases z-ai/glm-5.2	Together Blended price $2.4 / 1M 500-token response 8.95 s Response starts 0.88 s Output speed 62.0 tok/s Route uptime 94.55% Context 262.1K Route together	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	Together Blended price $1.9667 / 1M 500-token response 3.47 s Response starts 0.49 s Output speed 168.0 tok/s Route uptime 99.29% Context 262.1K Route together	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
D DeepSeek V4 ProWinner · Together deepseek/deepseek-v4-pro	Together Blended price $2.32 / 1M 500-token response 16.18 s Response starts 0.56 s Output speed 32.0 tok/s Route uptime 93.72% Context 512K Route together	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
M Kimi K2.6Winner · Weights & Biases moonshotai/kimi-k2.6	Together Blended price $2.3 / 1M 500-token response 5.21 s Response starts 0.54 s Output speed 107.0 tok/s Route uptime 99.73% Context 262.1K Route together	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	Together Blended price $0.4733 / 1M 500-token response 24.13 s Response starts 2.39 s Output speed 23.0 tok/s Route uptime 83.73% Context 262.1K Route together	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
O gpt-oss-120bWinner · Weights & Biases openai/gpt-oss-120b	Together Blended price $0.3 / 1M 500-token response 8.63 s Response starts 0.30 s Output speed 60.0 tok/s Route uptime 93.50% Context 131.1K Route together	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	Together Blended price $0.1 / 1M 500-token response 2.95 s Response starts 0.23 s Output speed 184.0 tok/s Route uptime N/a Context 131.1K Route together	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
ML Llama 3.3 70B InstructWinner · Weights & Biases meta-llama/llama-3.3-70b-instruct	Together Blended price $1.04 / 1M 500-token response 16.41 s Response starts 0.79 s Output speed 32.0 tok/s Route uptime 97.87% Context 131.1K Route together/fp8	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

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.