Phala 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

2.55× typical advantage

8 exact models with complete recent speed data

Lowest token cost

W&Weights & Biases

$0.8825 / 1M

8 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	Phala	Weights & Biases
ZA GLM 5.2Winner · Weights & Biases z-ai/glm-5.2	Phala Blended price $2.4 / 1M 500-token response 16.81 s Response starts 2.10 s Output speed 34.0 tok/s Route uptime 86.82% Context 1M Route phala	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
Q Qwen3.6 27BWinner · Weights & Biases qwen/qwen3.6-27b	Phala Blended price $1.1133 / 1M 500-token response 39.31 s Response starts 0.85 s Output speed 13.0 tok/s Route uptime 99.71% Context 262.1K Route phala	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
M Kimi K2.6Winner · Weights & Biases moonshotai/kimi-k2.6	Phala Blended price $2.26 / 1M 500-token response 27.84 s Response starts 2.84 s Output speed 20.0 tok/s Route uptime N/a Context 262.1K Route phala	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	Phala Blended price $0.2533 / 1M 500-token response 53.66 s Response starts 3.66 s Output speed 10.0 tok/s Route uptime 52.78% Context 262.1K Route phala	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
M MiniMax M2.5Winner · Weights & Biases minimax/minimax-m2.5	Phala Blended price $0.5933 / 1M 500-token response 15.91 s Response starts 2.02 s Output speed 36.0 tok/s Route uptime N/a Context 196.6K Route phala	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	Phala Blended price $0.3 / 1M 500-token response 12.10 s Response starts 0.74 s Output speed 44.0 tok/s Route uptime 99.76% Context 131.1K Route phala	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	Phala Blended price $0.0767 / 1M 500-token response 9.39 s Response starts 0.62 s Output speed 57.0 tok/s Route uptime 99.78% Context 131.1K Route phala	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	Phala Blended price $0.2833 / 1M 500-token response 7.74 s Response starts 0.99 s Output speed 74.0 tok/s Route uptime N/a Context 262.1K Route phala	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.