AtlasCloud 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

AAtlasCloud

1.18× typical advantage

22 exact models with complete recent speed data

Lowest token cost

NNovitaAI

$1.0339 / 1M

22 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	AtlasCloud	NovitaAI
ZA GLM 5.2Winner · AtlasCloud z-ai/glm-5.2	AtlasCloud Blended price $2.16 / 1M 500-token response 15.37 s Response starts 1.86 s Output speed 37.0 tok/s Route uptime 98.60% Context 1M Route atlas-cloud/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 Kimi K2.7 CodeWinner · AtlasCloud moonshotai/kimi-k2.7-code	AtlasCloud Blended price $1.9667 / 1M 500-token response 17.69 s Response starts 1.30 s Output speed 30.5 tok/s Route uptime N/a Context 262.1K Route atlas-cloud/int4	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
M MiniMax M3Winner · AtlasCloud minimax/minimax-m3	AtlasCloud Blended price $0.6 / 1M 500-token response 12.16 s Response starts 1.05 s Output speed 45.0 tok/s Route uptime 97.90% Context 524.3K Route atlas-cloud/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	AtlasCloud Blended price $2.2467 / 1M 500-token response 16.69 s Response starts 2.40 s Output speed 35.0 tok/s Route uptime 93.58% Context 1M Route atlas-cloud/fp4	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 · AtlasCloud deepseek/deepseek-v4-flash	AtlasCloud Blended price $0.1867 / 1M 500-token response 11.42 s Response starts 1.61 s Output speed 51.0 tok/s Route uptime 99.60% Context 1M Route atlas-cloud/fp4	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 · AtlasCloud xiaomi/mimo-v2.5-pro	AtlasCloud Blended price $0.58 / 1M 500-token response 12.61 s Response starts 1.25 s Output speed 44.0 tok/s Route uptime 100.00% Context 1M Route atlas-cloud/fp8	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
M Kimi K2.6Winner · NovitaAI moonshotai/kimi-k2.6	AtlasCloud Blended price $1.9667 / 1M 500-token response 23.39 s Response starts 4.16 s Output speed 26.0 tok/s Route uptime 96.35% Context 262.1K Route atlas-cloud/int4	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
ZA GLM 5.1Winner · AtlasCloud z-ai/glm-5.1	AtlasCloud Blended price $2.16 / 1M 500-token response 22.49 s Response starts 3.26 s Output speed 26.0 tok/s Route uptime 85.25% Context 202.8K Route atlas-cloud/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	AtlasCloud Blended price $0.6 / 1M 500-token response 15.96 s Response starts 1.67 s Output speed 35.0 tok/s Route uptime 98.00% Context 196.6K Route atlas-cloud/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 Qwen3.5-27BWinner · AtlasCloud qwen/qwen3.5-27b	AtlasCloud Blended price $0.9 / 1M 500-token response 32.25 s Response starts 5.93 s Output speed 19.0 tok/s Route uptime 99.94% Context 262.1K Route atlas-cloud/fp8	NovitaAI Blended price $1 / 1M 500-token response 31.16 s Response starts 3.39 s Output speed 18.0 tok/s Route uptime 100.00% Context 262.1K Route novita/bf16
Q Qwen3.5-122B-A10BWinner · NovitaAI qwen/qwen3.5-122b-a10b	AtlasCloud Blended price $1 / 1M 500-token response 26.86 s Response starts 3.05 s Output speed 21.0 tok/s Route uptime 99.98% Context 262.1K Route atlas-cloud/fp8	NovitaAI Blended price $1.3333 / 1M 500-token response 20.06 s Response starts 2.20 s Output speed 28.0 tok/s Route uptime 99.95% Context 262.1K Route novita/bf16
Q Qwen3.5 397B A17BWinner · AtlasCloud qwen/qwen3.5-397b-a17b	AtlasCloud Blended price $1.5333 / 1M 500-token response 10.68 s Response starts 2.62 s Output speed 62.0 tok/s Route uptime 99.36% Context 262.1K Route atlas-cloud/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
M MiniMax M2.5Winner · AtlasCloud minimax/minimax-m2.5	AtlasCloud Blended price $0.5967 / 1M 500-token response 7.97 s Response starts 1.12 s Output speed 73.0 tok/s Route uptime N/a Context 196.6K Route atlas-cloud/fp8	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
ZA GLM 5Winner · AtlasCloud z-ai/glm-5	AtlasCloud Blended price $1.6833 / 1M 500-token response 15.44 s Response starts 2.10 s Output speed 37.5 tok/s Route uptime 99.79% Context 202.8K Route atlas-cloud/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
M Kimi K2.5Winner · AtlasCloud moonshotai/kimi-k2.5	AtlasCloud Blended price $1.16 / 1M 500-token response 19.36 s Response starts 2.12 s Output speed 29.0 tok/s Route uptime 98.85% Context 262.1K Route atlas-cloud/int4	NovitaAI Blended price $1.33 / 1M 500-token response 21.94 s Response starts 4.70 s Output speed 29.0 tok/s Route uptime 99.56% Context 262.1K Route novita
ZA GLM 4.7Winner · AtlasCloud z-ai/glm-4.7	AtlasCloud Blended price $0.9633 / 1M 500-token response 19.68 s Response starts 1.82 s Output speed 28.0 tok/s Route uptime 92.66% Context 202.8K Route atlas-cloud/fp8	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 V3.2Winner · AtlasCloud deepseek/deepseek-v3.2	AtlasCloud Blended price $0.3 / 1M 500-token response 23.21 s Response starts 1.47 s Output speed 23.0 tok/s Route uptime 99.94% Context 163.8K Route atlas-cloud/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
ZA GLM 4.6Winner · AtlasCloud z-ai/glm-4.6	AtlasCloud Blended price $1.1333 / 1M 500-token response 17.92 s Response starts 1.79 s Output speed 31.0 tok/s Route uptime 98.98% Context 202.8K Route atlas-cloud/fp8	NovitaAI Blended price $1.1 / 1M 500-token response 21.75 s Response starts 1.75 s Output speed 25.0 tok/s Route uptime 94.91% Context 204.8K Route novita/bf16
D DeepSeek V3.2 ExpWinner · AtlasCloud deepseek/deepseek-v3.2-exp	AtlasCloud Blended price $0.3167 / 1M 500-token response 17.72 s Response starts 2.09 s Output speed 32.0 tok/s Route uptime 99.26% Context 163.8K Route atlas-cloud/fp8	NovitaAI Blended price $0.3167 / 1M 500-token response 22.24 s Response starts 1.41 s Output speed 24.0 tok/s Route uptime 99.96% Context 163.8K Route novita/fp8
D DeepSeek V3.1 TerminusWinner · AtlasCloud deepseek/deepseek-v3.1-terminus	AtlasCloud Blended price $0.5167 / 1M 500-token response 15.29 s Response starts 1.40 s Output speed 36.0 tok/s Route uptime 99.92% Context 131.1K Route atlas-cloud/fp8	NovitaAI Blended price $0.5133 / 1M 500-token response 22.54 s Response starts 1.71 s Output speed 24.0 tok/s Route uptime 100.00% Context 131.1K Route novita/fp8
D DeepSeek V3.1Winner · AtlasCloud deepseek/deepseek-chat-v3.1	AtlasCloud Blended price $0.5167 / 1M 500-token response 15.15 s Response starts 1.26 s Output speed 36.0 tok/s Route uptime 97.02% Context 131.1K Route atlas-cloud/fp8	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
Q Qwen3 235B A22B Instruct 2507Winner · NovitaAI qwen/qwen3-235b-a22b-2507	AtlasCloud Blended price $0.4267 / 1M 500-token response 17.42 s Response starts 1.29 s Output speed 31.0 tok/s Route uptime 99.97% Context 131.1K Route atlas-cloud/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

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.