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Same-model provider benchmark

DeepInfra vs GMICloud: LLM provider comparison

Compare DeepInfra and GMICloud on 14 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

DeepInfra

87 indexed models

Headquarters
United States
Server regions
N/a
Model types
67 text, 15 embeddings, 5 speech

GMICloud

15 indexed models

Headquarters
United States
Server regions
United States
Model types
15 text

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

1.15× typical advantage

11 exact models with complete recent speed data

Lowest token cost

$0.8106 / 1M

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

Most models available

87 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricDeepInfraGMICloud
Typical 500-token response18.81 s16.87 s
Typical response start0.75 s2.61 s
Typical output speed29.0 tok/s35.0 tok/s
Blended token price$0.9088 / 1M$0.8106 / 1M
Typical route uptime98.88%98.20%

Visual comparison

Price and performance charts

DeepInfraGMICloud
500-token response by shared model

Estimated seconds using recent median response-start and output-speed data. Lower is better.

GMICloud has the lower typical same-model response ratio across 11 measured models.

Blended token price by shared model

USD per 1 million tokens using a 1,000-input/500-output mix. Lower is better.

GMICloud has the lower typical price ratio across 14 priced shared models.

Shared text models

14 exact models · newest first

ModelDeepInfraGMICloud
Hy3Winner · DeepInfra

tencent/hy3

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
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
GLM 5.2Winner · GMICloud

z-ai/glm-5.2

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
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
MiniMax M3Winner · GMICloud

minimax/minimax-m3

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
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
DeepSeek V4 ProWinner · GMICloud

deepseek/deepseek-v4-pro

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
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
DeepSeek V4 FlashWinner · GMICloud

deepseek/deepseek-v4-flash

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
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
MiMo-V2.5-ProWinner · DeepInfra

xiaomi/mimo-v2.5-pro

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
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
MiMo-V2.5Winner · GMICloud

xiaomi/mimo-v2.5

DeepInfra
Blended price
$0.9333 / 1M
500-token response
10.57 s
Response starts
0.37 s
Output speed
49.0 tok/s
Route uptime
98.97%
Context
262.1K
Route
deepinfra/bf16
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
GLM 5.1Winner · GMICloud

z-ai/glm-5.1

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
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
MiniMax M2.7Winner · DeepInfra

minimax/minimax-m2.7

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
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

qwen/qwen3.5-397b-a17b

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
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
GLM 5Winner · GMICloud

z-ai/glm-5

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
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
DeepSeek V3.2Winner · GMICloud

deepseek/deepseek-v3.2

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
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

qwen/qwen3-235b-a22b-2507

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
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

deepseek/deepseek-chat-v3-0324

DeepInfra
Blended price
$0.46 / 1M
500-token response
40.43 s
Response starts
4.72 s
Output speed
14.0 tok/s
Route uptime
45.26%
Context
163.8K
Route
deepinfra/fp4
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

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 . Values use one deterministic route per provider and model; missing measurements remain visible as N/a.

DeepInfra vs GMICloud analysis

How DeepInfra and GMICloud compare for AI inference

DeepInfra and GMICloud share 14 indexed text models, including Hy3, GLM 5.2, MiniMax M3, DeepSeek V4 Pro, DeepSeek V4 Flash. GMICloud has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

11 shared models currently have complete response-start and output-speed measurements on both providers. The speed comparison uses per-model ratios before taking the median, so naturally faster model catalogs do not improve the result.

Token pricing on one workload

14 shared models have complete input and output prices on both providers. Prices use the same 1,000-input/500-output-token mix and are normalized to one million tokens for readability.

Catalog and deployment differences

DeepInfra has 87 indexed models and lists no published server regions; GMICloud has 15 models and lists 1 region. Verify data residency, privacy terms, limits, and production latency directly before choosing.