Parasail 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

1.65× typical advantage

12 exact models with complete recent speed data

Lowest token cost

PParasail

$0.8892 / 1M

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

Most models available

PParasail

35 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	Parasail	Weights & Biases
ZA GLM 5.2Winner · Weights & Biases z-ai/glm-5.2	Parasail Blended price $2.4 / 1M 500-token response 8.10 s Response starts 0.96 s Output speed 70.0 tok/s Route uptime 98.80% Context 262.1K Route parasail/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	Parasail Blended price $1.6733 / 1M 500-token response 14.51 s Response starts 2.01 s Output speed 40.0 tok/s Route uptime 95.80% Context 262.1K Route parasail/int4	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	Parasail Blended price $0.4333 / 1M 500-token response 5.72 s Response starts 0.45 s Output speed 95.0 tok/s Route uptime 99.89% Context 262.1K Route parasail/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
D DeepSeek V4 ProWinner · Parasail deepseek/deepseek-v4-pro	Parasail Blended price $2.32 / 1M 500-token response 28.29 s Response starts 0.51 s Output speed 18.0 tok/s Route uptime 99.70% Context 1M Route parasail/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 · Parasail deepseek/deepseek-v4-flash	Parasail Blended price $0.1867 / 1M 500-token response 13.46 s Response starts 0.64 s Output speed 39.0 tok/s Route uptime 98.69% Context 1M Route parasail/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	Parasail Blended price $1.6667 / 1M 500-token response 16.21 s Response starts 1.50 s Output speed 34.0 tok/s Route uptime 99.45% Context 262.1K Route parasail/int4	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	Parasail Blended price $0.2333 / 1M 500-token response 29.80 s Response starts 2.03 s Output speed 18.0 tok/s Route uptime 92.85% Context 262.1K Route parasail/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	Parasail Blended price $0.4333 / 1M 500-token response 11.69 s Response starts 0.82 s Output speed 46.0 tok/s Route uptime 100.00% Context 262.1K Route parasail/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 · Parasail minimax/minimax-m2.5	Parasail Blended price $0.6 / 1M 500-token response 5.17 s Response starts 0.61 s Output speed 109.5 tok/s Route uptime N/a Context 196.6K Route parasail/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
O gpt-oss-120bWinner · Weights & Biases openai/gpt-oss-120b	Parasail Blended price $0.3167 / 1M 500-token response 9.13 s Response starts 0.51 s Output speed 58.0 tok/s Route uptime 92.57% Context 131.1K Route parasail/fp4	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	Parasail Blended price $0.0933 / 1M 500-token response 8.09 s Response starts 0.52 s Output speed 66.0 tok/s Route uptime 98.25% Context 131.1K Route parasail/fp4	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 · Parasail meta-llama/llama-3.3-70b-instruct	Parasail Blended price $0.3133 / 1M 500-token response 11.10 s Response starts 0.46 s Output speed 47.0 tok/s Route uptime 99.56% Context 131.1K Route parasail/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.