Google Vertex vs NovitaAI: 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

GVGoogle Vertex

1.50× typical advantage

12 exact models with complete recent speed data

Lowest token cost

NNovitaAI

$0.48 / 1M

14 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	Google Vertex	NovitaAI
G Gemma 4 26B A4BWinner · NovitaAI google/gemma-4-26b-a4b-it	Google Vertex Blended price $0.3 / 1M 500-token response 24.23 s Response starts 0.42 s Output speed 21.0 tok/s Route uptime 97.94% Context 262.1K Route google-vertex/global	NovitaAI Blended price $0.22 / 1M 500-token response 22.17 s Response starts 2.17 s Output speed 25.0 tok/s Route uptime 99.89% Context 262.1K Route novita/bf16
ZA GLM 4.7Winner · Google Vertex z-ai/glm-4.7	Google Vertex Blended price $1.1333 / 1M 500-token response 4.55 s Response starts 0.45 s Output speed 122.0 tok/s Route uptime 99.97% Context 200K Route google-vertex	NovitaAI Blended price $1.02 / 1M 500-token response 33.56 s Response starts 2.31 s Output speed 16.0 tok/s Route uptime 84.86% Context 204.8K Route novita/fp8
D DeepSeek V3.2 deepseek/deepseek-v3.2	Google Vertex Blended price $0.9333 / 1M 500-token response N/a Response starts N/a Output speed N/a Route uptime N/a Context 163.8K Route google-vertex	NovitaAI Blended price $0.3127 / 1M 500-token response 23.97 s Response starts 1.25 s Output speed 22.0 tok/s Route uptime 99.97% Context 163.8K Route novita/fp8
M Kimi K2 ThinkingWinner · Google Vertex moonshotai/kimi-k2-thinking	Google Vertex Blended price $1.2333 / 1M 500-token response 5.97 s Response starts 0.38 s Output speed 89.5 tok/s Route uptime 97.48% Context 262.1K Route google-vertex	NovitaAI Blended price $1.2333 / 1M 500-token response 17.11 s Response starts 2.18 s Output speed 33.5 tok/s Route uptime 98.59% Context 262.1K Route novita/bf16
M MiniMax M2Winner · Google Vertex minimax/minimax-m2	Google Vertex 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 google-vertex	NovitaAI Blended price $0.6 / 1M 500-token response 18.53 s Response starts 1.58 s Output speed 29.5 tok/s Route uptime N/a Context 204.8K Route novita/fp8
Q Qwen3 Next 80B A3B InstructWinner · Google Vertex qwen/qwen3-next-80b-a3b-instruct	Google Vertex Blended price $0.5 / 1M 500-token response 3.71 s Response starts 0.58 s Output speed 160.0 tok/s Route uptime 100.00% Context 262.1K Route google-vertex/global	NovitaAI Blended price $0.6 / 1M 500-token response 6.14 s Response starts 0.91 s Output speed 95.5 tok/s Route uptime 100.00% Context 131.1K Route novita/bf16
D DeepSeek V3.1Winner · Google Vertex deepseek/deepseek-chat-v3.1	Google Vertex Blended price $0.9667 / 1M 500-token response 6.51 s Response starts 1.19 s Output speed 94.0 tok/s Route uptime 99.89% Context 163.8K Route google-vertex/us-west2	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
O gpt-oss-120bWinner · NovitaAI openai/gpt-oss-120b	Google Vertex Blended price $0.18 / 1M 500-token response 6.83 s Response starts 0.42 s Output speed 78.0 tok/s Route uptime 95.91% Context 131.1K Route google-vertex/global	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
O gpt-oss-20b openai/gpt-oss-20b	Google Vertex Blended price $0.13 / 1M 500-token response N/a Response starts N/a Output speed N/a Route uptime N/a Context 131.1K Route google-vertex/us-central1	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
Q Qwen3 Coder 480B A35BWinner · NovitaAI qwen/qwen3-coder	Google Vertex Blended price $0.7467 / 1M 500-token response 91.58 s Response starts 14.66 s Output speed 6.5 tok/s Route uptime N/a Context 262.1K Route google-vertex/us-south1	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
Q Qwen3 235B A22B Instruct 2507Winner · NovitaAI qwen/qwen3-235b-a22b-2507	Google Vertex Blended price $0.44 / 1M 500-token response 26.28 s Response starts 0.63 s Output speed 19.5 tok/s Route uptime 99.96% Context 262.1K Route google-vertex/us-south1	NovitaAI Blended price $0.2533 / 1M 500-token response 19.95 s Response starts 0.72 s Output speed 26.0 tok/s Route uptime 99.83% Context 131.1K Route novita/fp8
ML Llama 4 MaverickWinner · Google Vertex meta-llama/llama-4-maverick	Google Vertex Blended price $0.6167 / 1M 500-token response 11.96 s Response starts 0.85 s Output speed 45.0 tok/s Route uptime 100.00% Context 524.3K Route google-vertex/us-east5	NovitaAI Blended price $0.4633 / 1M 500-token response 16.07 s Response starts 0.45 s Output speed 32.0 tok/s Route uptime 99.98% Context 1M Route novita/fp8
ML Llama 4 ScoutWinner · NovitaAI meta-llama/llama-4-scout	Google Vertex Blended price $0.4 / 1M 500-token response 71.91 s Response starts 0.48 s Output speed 7.0 tok/s Route uptime 100.00% Context 1.3M Route google-vertex/us-east5	NovitaAI Blended price $0.3167 / 1M 500-token response 71.90 s Response starts 0.47 s Output speed 7.0 tok/s Route uptime 100.00% Context 131.1K Route novita/bf16
ML Llama 3.3 70B InstructWinner · NovitaAI meta-llama/llama-3.3-70b-instruct	Google Vertex Blended price $0.72 / 1M 500-token response 6.50 s Response starts 0.25 s Output speed 80.0 tok/s Route uptime 100.00% Context 128K Route google-vertex	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

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.