NovitaAI 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

1.98× typical advantage

13 exact models with complete recent speed data

Lowest token cost

NNovitaAI

$0.7315 / 1M

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

Most models available

NNovitaAI

66 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	NovitaAI	Weights & Biases
ZA GLM 5.2Winner · Weights & Biases z-ai/glm-5.2	NovitaAI Blended price $1.6536 / 1M 500-token response 23.05 s Response starts 3.05 s Output speed 25.0 tok/s Route uptime 99.45% Context 1M Route novita/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	NovitaAI Blended price $1.888 / 1M 500-token response 29.25 s Response starts 2.94 s Output speed 19.0 tok/s Route uptime 100.00% Context 262.1K Route novita/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
D DeepSeek V4 ProWinner · NovitaAI deepseek/deepseek-v4-pro	NovitaAI Blended price $1.5573 / 1M 500-token response 13.19 s Response starts 1.83 s Output speed 44.0 tok/s Route uptime 98.82% Context 1M Route novita/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 · NovitaAI deepseek/deepseek-v4-flash	NovitaAI Blended price $0.1867 / 1M 500-token response 15.08 s Response starts 1.56 s Output speed 37.0 tok/s Route uptime 99.95% Context 1M Route novita/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	NovitaAI Blended price $1.6667 / 1M 500-token response 20.24 s Response starts 3.00 s Output speed 29.0 tok/s Route uptime 98.89% Context 262.1K Route novita	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	NovitaAI Blended price $0.2267 / 1M 500-token response 34.37 s Response starts 1.04 s Output speed 15.0 tok/s Route uptime 98.00% Context 262.1K Route novita/bf16	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	NovitaAI Blended price $0.6 / 1M 500-token response 56.73 s Response starts 1.17 s Output speed 9.0 tok/s Route uptime N/a Context 204.8K Route novita/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	NovitaAI Blended price $0.5133 / 1M 500-token response 26.70 s Response starts 1.70 s Output speed 20.0 tok/s Route uptime 100.00% Context 131.1K Route novita/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 · NovitaAI openai/gpt-oss-120b	NovitaAI Blended price $0.1167 / 1M 500-token response 9.33 s Response starts 0.71 s Output speed 58.0 tok/s Route uptime 98.36% Context 131.1K Route novita/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	NovitaAI Blended price $0.0767 / 1M 500-token response 4.79 s Response starts 0.37 s Output speed 113.0 tok/s Route uptime 99.98% Context 131.1K Route novita/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
Q Qwen3 Coder 480B A35BWinner · Weights & Biases qwen/qwen3-coder	NovitaAI Blended price $0.77 / 1M 500-token response 17.36 s Response starts 1.48 s Output speed 31.5 tok/s Route uptime N/a Context 262.1K Route novita/fp8	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 · NovitaAI meta-llama/llama-3.3-70b-instruct	NovitaAI Blended price $0.2233 / 1M 500-token response 15.48 s Response starts 0.78 s Output speed 34.0 tok/s Route uptime 90.47% Context 6K Route novita/bf16	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 8B InstructWinner · NovitaAI meta-llama/llama-3.1-8b-instruct	NovitaAI Blended price $0.03 / 1M 500-token response 7.93 s Response starts 0.47 s Output speed 67.0 tok/s Route uptime 100.00% Context 16.4K Route novita/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.