GMICloud 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

NNovitaAI

1.03× typical advantage

10 exact models with complete recent speed data

Lowest token cost

GGMICloud

$0.8509 / 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	GMICloud	NovitaAI
ZA GLM 5.2Winner · GMICloud z-ai/glm-5.2	GMICloud Blended price $1.68 / 1M 500-token response 19.33 s Response starts 2.08 s Output speed 29.0 tok/s Route uptime 84.73% Context 1M Route gmicloud/fp8	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
M MiniMax M3Winner · GMICloud minimax/minimax-m3	GMICloud Blended price $0.6 / 1M 500-token response 16.87 s Response starts 2.58 s Output speed 35.0 tok/s Route uptime 98.39% Context 1M Route gmicloud/fp8	NovitaAI Blended price $0.6 / 1M 500-token response 17.46 s Response starts 3.58 s Output speed 36.0 tok/s Route uptime 99.36% Context 1M Route novita/fp8
D DeepSeek V4 ProWinner · NovitaAI deepseek/deepseek-v4-pro	GMICloud Blended price $1.508 / 1M 500-token response 15.86 s Response starts 3.04 s Output speed 39.0 tok/s Route uptime 95.98% Context 1M Route gmicloud/fp8	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
D DeepSeek V4 FlashWinner · GMICloud deepseek/deepseek-v4-flash	GMICloud Blended price $0.1307 / 1M 500-token response 16.41 s Response starts 3.25 s Output speed 38.0 tok/s Route uptime 97.59% Context 1M Route gmicloud/fp8	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
X MiMo-V2.5-ProWinner · NovitaAI xiaomi/mimo-v2.5-pro	GMICloud Blended price $0.464 / 1M 500-token response 41.59 s Response starts 4.55 s Output speed 13.5 tok/s Route uptime N/a Context 1.1M Route gmicloud/bf16	NovitaAI Blended price $0.6403 / 1M 500-token response 14.14 s Response starts 2.52 s Output speed 43.0 tok/s Route uptime 99.91% Context 1M Route novita
X MiMo-V2.5Winner · NovitaAI xiaomi/mimo-v2.5	GMICloud Blended price $0.1493 / 1M 500-token response 52.57 s Response starts 10.90 s Output speed 12.0 tok/s Route uptime 5.08% Context 1.1M Route gmicloud/fp8	NovitaAI Blended price $0.224 / 1M 500-token response 12.87 s Response starts 2.45 s Output speed 48.0 tok/s Route uptime 99.20% Context 1M Route novita/fp8
ZA GLM 5.1Winner · GMICloud z-ai/glm-5.1	GMICloud Blended price $1.68 / 1M 500-token response 16.87 s Response starts 4.05 s Output speed 39.0 tok/s Route uptime N/a Context 202.8K Route gmicloud/fp8	NovitaAI Blended price $2.3867 / 1M 500-token response 22.62 s Response starts 2.62 s Output speed 25.0 tok/s Route uptime 67.25% Context 204.8K Route novita/fp8
M MiniMax M2.7Winner · NovitaAI minimax/minimax-m2.7	GMICloud Blended price $0.6 / 1M 500-token response 19.28 s Response starts 2.61 s Output speed 30.0 tok/s Route uptime 98.00% Context 196.6K Route gmicloud/fp8	NovitaAI Blended price $0.54 / 1M 500-token response 14.46 s Response starts 1.64 s Output speed 39.0 tok/s Route uptime 99.29% Context 204.8K Route novita/fp8
Q Qwen3.5 397B A17B qwen/qwen3.5-397b-a17b	GMICloud Blended price $1.6 / 1M 500-token response N/a Response starts N/a Output speed N/a Route uptime N/a Context 262.1K Route gmicloud/fp8	NovitaAI Blended price $1.6 / 1M 500-token response 12.11 s Response starts 2.30 s Output speed 51.0 tok/s Route uptime 99.35% Context 262.1K Route novita
ZA GLM 5Winner · GMICloud z-ai/glm-5	GMICloud Blended price $1.04 / 1M 500-token response 13.63 s Response starts 1.44 s Output speed 41.0 tok/s Route uptime 99.32% Context 202.8K Route gmicloud/fp8	NovitaAI Blended price $1.7333 / 1M 500-token response 48.77 s Response starts 7.11 s Output speed 12.0 tok/s Route uptime 99.97% Context 202.8K Route novita/fp8
D DeepSeek V3.2Winner · GMICloud deepseek/deepseek-v3.2	GMICloud Blended price $0.3367 / 1M 500-token response 15.69 s Response starts 2.53 s Output speed 38.0 tok/s Route uptime 98.52% Context 163.8K Route gmicloud/fp8	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
Q Qwen3 235B A22B Instruct 2507 qwen/qwen3-235b-a22b-2507	GMICloud Blended price $0.7 / 1M 500-token response N/a Response starts N/a Output speed N/a Route uptime N/a Context 262.1K Route gmicloud/fp8	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
D DeepSeek V3 0324 deepseek/deepseek-chat-v3-0324	GMICloud Blended price $0.5733 / 1M 500-token response N/a Response starts N/a Output speed N/a Route uptime N/a Context 163.8K Route gmicloud/fp8	NovitaAI Blended price $0.5533 / 1M 500-token response 19.99 s Response starts 1.47 s Output speed 27.0 tok/s Route uptime 93.06% Context 163.8K Route novita/fp8

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.