AtlasCloud vs DeepInfra: 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

1.02× typical advantage

22 exact models with complete recent speed data

Lowest token cost

DDeepInfra

$0.9339 / 1M

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

Most models available

DDeepInfra

87 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	AtlasCloud	DeepInfra
T Hy3Winner · DeepInfra 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	DeepInfra Blended price $0.2867 / 1M 500-token response 13.21 s Response starts 0.71 s Output speed 40.0 tok/s Route uptime 99.77% Context 262.1K Route deepinfra/fp8
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	DeepInfra Blended price $1.62 / 1M 500-token response 42.37 s Response starts 0.70 s Output speed 12.0 tok/s Route uptime N/a Context 1M Route deepinfra/fp4
M Kimi K2.7 CodeWinner · DeepInfra 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	DeepInfra Blended price $1.66 / 1M 500-token response 15.92 s Response starts 0.77 s Output speed 33.0 tok/s Route uptime 100.00% Context 262.1K Route deepinfra/fp4
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	DeepInfra Blended price $0.6 / 1M 500-token response 24.78 s Response starts 0.97 s Output speed 21.0 tok/s Route uptime 98.34% Context 524.3K Route deepinfra/bf16
D DeepSeek V4 ProWinner · DeepInfra 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	DeepInfra Blended price $1.7333 / 1M 500-token response 18.19 s Response starts 0.94 s Output speed 29.0 tok/s Route uptime 98.79% Context 1M Route deepinfra/fp4
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	DeepInfra Blended price $0.12 / 1M 500-token response 20.36 s Response starts 1.13 s Output speed 26.0 tok/s Route uptime 99.43% Context 1M Route deepinfra/fp4
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	DeepInfra Blended price $1.6667 / 1M 500-token response 10.84 s Response starts 0.64 s Output speed 49.0 tok/s Route uptime 89.51% Context 1M Route deepinfra/fp8
M Kimi K2.6Winner · DeepInfra 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	DeepInfra Blended price $1.6667 / 1M 500-token response 12.84 s Response starts 0.93 s Output speed 42.0 tok/s Route uptime 99.94% Context 262.1K Route deepinfra/fp4
ZA GLM 5.1Winner · DeepInfra 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	DeepInfra Blended price $1.8667 / 1M 500-token response 18.81 s Response starts 1.57 s Output speed 29.0 tok/s Route uptime 99.92% Context 202.8K Route deepinfra/fp4
M MiniMax M2.7Winner · DeepInfra 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	DeepInfra Blended price $0.5 / 1M 500-token response 16.88 s Response starts 0.75 s Output speed 31.0 tok/s Route uptime 98.77% Context 196.6K Route deepinfra/fp8
Q Qwen3.5-35B-A3BWinner · DeepInfra qwen/qwen3.5-35b-a3b	AtlasCloud Blended price $0.75 / 1M 500-token response 8.30 s Response starts 1.98 s Output speed 79.0 tok/s Route uptime 99.83% Context 262.1K Route atlas-cloud/fp8	DeepInfra Blended price $0.4267 / 1M 500-token response 5.89 s Response starts 0.28 s Output speed 89.0 tok/s Route uptime 99.69% Context 262.1K Route deepinfra/fp8
Q Qwen3.5-27BWinner · DeepInfra 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	DeepInfra Blended price $1.04 / 1M 500-token response 19.41 s Response starts 1.55 s Output speed 28.0 tok/s Route uptime 93.77% Context 262.1K Route deepinfra/fp8
Q Qwen3.5-122B-A10B 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	DeepInfra Blended price $0.9933 / 1M 500-token response N/a Response starts 160.45 s Output speed 0.0 tok/s Route uptime 17.59% Context 262.1K Route deepinfra/fp4
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	DeepInfra Blended price $1.3 / 1M 500-token response 14.53 s Response starts 0.64 s Output speed 36.0 tok/s Route uptime 79.03% Context 262.1K Route deepinfra/fp8
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	DeepInfra Blended price $0.4833 / 1M 500-token response 11.21 s Response starts 1.01 s Output speed 49.0 tok/s Route uptime 100.00% Context 196.6K Route deepinfra/fp8
ZA GLM 5Winner · DeepInfra 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	DeepInfra Blended price $1.0933 / 1M 500-token response 21.01 s Response starts 1.01 s Output speed 25.0 tok/s Route uptime 99.79% Context 202.8K Route deepinfra/fp4
M Kimi K2.5Winner · DeepInfra 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	DeepInfra Blended price $1.05 / 1M 500-token response 16.56 s Response starts 0.93 s Output speed 32.0 tok/s Route uptime 99.96% Context 262.1K Route deepinfra/fp4
ZA GLM 4.7Winner · DeepInfra 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	DeepInfra Blended price $0.85 / 1M 500-token response 13.65 s Response starts 0.83 s Output speed 39.0 tok/s Route uptime 99.92% Context 202.8K Route deepinfra/fp4
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	DeepInfra Blended price $0.3 / 1M 500-token response 42.39 s Response starts 0.73 s Output speed 12.0 tok/s Route uptime 83.26% Context 163.8K Route deepinfra/fp4
ZA GLM 4.6Winner · DeepInfra 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	DeepInfra Blended price $1 / 1M 500-token response 10.11 s Response starts 0.49 s Output speed 52.0 tok/s Route uptime 100.00% Context 202.8K Route deepinfra/fp4
D DeepSeek V3.1 TerminusWinner · DeepInfra 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	DeepInfra Blended price $0.4967 / 1M 500-token response 11.26 s Response starts 0.62 s Output speed 47.0 tok/s Route uptime 100.00% Context 163.8K Route deepinfra/fp4
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	DeepInfra Blended price $0.4833 / 1M 500-token response 42.51 s Response starts 0.85 s Output speed 12.0 tok/s Route uptime 99.78% Context 163.8K Route deepinfra/fp4
Q Qwen3 235B A22B Instruct 2507Winner · DeepInfra 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	DeepInfra Blended price $0.2433 / 1M 500-token response 26.72 s Response starts 0.40 s Output speed 19.0 tok/s Route uptime 98.78% Context 262.1K Route deepinfra/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.