AtlasCloud vs GMICloud: 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

1.23× typical advantage

10 exact models with complete recent speed data

Lowest token cost

GGMICloud

$0.8855 / 1M

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

Most models available

AAtlasCloud

31 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	AtlasCloud	GMICloud
T Hy3Winner · AtlasCloud tencent/hy3	AtlasCloud Blended price $0.4 / 1M 500-token response 13.50 s Response starts 1.30 s Output speed 41.0 tok/s Route uptime 100.00% Context 262.1K Route atlas-cloud/fp8	GMICloud Blended price $0.2867 / 1M 500-token response 31.55 s Response starts 2.14 s Output speed 17.0 tok/s Route uptime 99.92% Context 262.1K Route gmicloud/bf16
ZA GLM 5.2Winner · GMICloud 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	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
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	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
D DeepSeek V4 ProWinner · GMICloud 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	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
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	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
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	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
ZA GLM 5.1Winner · GMICloud 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	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
M MiniMax M2.7Winner · AtlasCloud 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	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
Q Qwen3.5 397B A17B 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	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
ZA GLM 5Winner · GMICloud 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	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
D DeepSeek V3.2Winner · GMICloud 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	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
Q Qwen3 235B A22B Instruct 2507 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	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

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.