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Same-model provider benchmark

GMICloud vs Parasail: LLM provider comparison

Compare GMICloud and Parasail on 9 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.

GMICloud

15 indexed models

Headquarters
United States
Server regions
United States
Model types
15 text

Parasail

35 indexed models

Headquarters
United States
Server regions
N/a
Model types
34 text, 1 embeddings

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

1.54× typical advantage

7 exact models with complete recent speed data

Lowest token cost

$1.0098 / 1M

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

Most models available

35 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricGMICloudParasail
Typical 500-token response16.87 s13.46 s
Typical response start3.04 s0.70 s
Typical output speed38.0 tok/s39.0 tok/s
Blended token price$1.0098 / 1M$1.3022 / 1M
Typical route uptime96.78%98.74%

Visual comparison

Price and performance charts

GMICloudParasail
500-token response by shared model

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

Parasail has the lower typical same-model response ratio across 7 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 9 priced shared models.

Shared text models

9 exact models · newest first

ModelGMICloudParasail
GLM 5.2Winner · Parasail

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
Parasail
Blended price
$2.4 / 1M
500-token response
8.10 s
Response starts
0.96 s
Output speed
70.0 tok/s
Route uptime
98.80%
Context
262.1K
Route
parasail/fp4
MiniMax M3Winner · Parasail

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
Parasail
Blended price
$0.6 / 1M
500-token response
10.69 s
Response starts
0.69 s
Output speed
50.0 tok/s
Route uptime
97.91%
Context
1M
Route
parasail/fp8
DeepSeek V4 ProWinner · GMICloud

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
Parasail
Blended price
$2.32 / 1M
500-token response
28.29 s
Response starts
0.51 s
Output speed
18.0 tok/s
Route uptime
99.70%
Context
1M
Route
parasail/fp8
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
Parasail
Blended price
$0.1867 / 1M
500-token response
13.46 s
Response starts
0.64 s
Output speed
39.0 tok/s
Route uptime
98.69%
Context
1M
Route
parasail/fp8
MiMo-V2.5Winner · Parasail

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
Parasail
Blended price
$0.1867 / 1M
500-token response
34.07 s
Response starts
0.74 s
Output speed
15.0 tok/s
Route uptime
95.38%
Context
1M
Route
parasail/fp8
GLM 5.1Winner · Parasail

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
Parasail
Blended price
$2.4 / 1M
500-token response
8.43 s
Response starts
2.18 s
Output speed
80.0 tok/s
Route uptime
85.33%
Context
202.8K
Route
parasail/fp8

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
Parasail
Blended price
$1.5333 / 1M
500-token response
9.08 s
Response starts
0.75 s
Output speed
60.0 tok/s
Route uptime
87.58%
Context
262.1K
Route
parasail/fp8
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
Parasail
Blended price
$1.7333 / 1M
500-token response
19.93 s
Response starts
0.70 s
Output speed
26.0 tok/s
Route uptime
99.15%
Context
202.8K
Route
parasail/fp8

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
Parasail
Blended price
$0.36 / 1M
500-token response
16.05 s
Response starts
0.42 s
Output speed
32.0 tok/s
Route uptime
99.90%
Context
131.1K
Route
parasail/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.

GMICloud vs Parasail analysis

How GMICloud and Parasail compare for AI inference

GMICloud and Parasail share 9 indexed text models, including GLM 5.2, MiniMax M3, DeepSeek V4 Pro, DeepSeek V4 Flash, MiMo-V2.5. Parasail has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

7 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

9 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

GMICloud has 15 indexed models and lists 1 published server region; Parasail has 35 models and lists no regions. Verify data residency, privacy terms, limits, and production latency directly before choosing.