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Same-model provider benchmark

GMICloud vs Z.ai: LLM provider comparison

Compare GMICloud and Z.ai on 3 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

Z.ai

11 indexed models

Headquarters
Singapore
Server regions
Singapore
Model types
11 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

1.91× typical advantage

3 exact models with complete recent speed data

Lowest token cost

$1.4667 / 1M

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

Most models available

15 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

MetricGMICloudZ.ai
Typical 500-token response13.25 s25.28 s
Typical response start1.63 s5.28 s
Typical output speed43.0 tok/s27.0 tok/s
Blended token price$1.4667 / 1M$2.1778 / 1M
Typical route uptime89.48%99.00%

Visual comparison

Price and performance charts

GMICloudZ.ai
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 3 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 3 priced shared models.

Shared text models

3 exact models · newest first

ModelGMICloudZ.ai
GLM 5.2Winner · GMICloud

z-ai/glm-5.2

GMICloud
Blended price
$1.68 / 1M
500-token response
13.25 s
Response starts
1.63 s
Output speed
43.0 tok/s
Route uptime
89.48%
Context
1M
Route
gmicloud/fp8
Z.ai
Blended price
$2.4 / 1M
500-token response
25.28 s
Response starts
5.28 s
Output speed
25.0 tok/s
Route uptime
99.67%
Context
1M
Route
z-ai/fp8
GLM 5.1Winner · GMICloud

z-ai/glm-5.1

GMICloud
Blended price
$1.68 / 1M
500-token response
16.20 s
Response starts
4.00 s
Output speed
41.0 tok/s
Route uptime
77.98%
Context
202.8K
Route
gmicloud/fp8
Z.ai
Blended price
$2.4 / 1M
500-token response
22.81 s
Response starts
4.29 s
Output speed
27.0 tok/s
Route uptime
94.18%
Context
202.8K
Route
z-ai/fp8
GLM 5Winner · GMICloud

z-ai/glm-5

GMICloud
Blended price
$1.04 / 1M
500-token response
12.77 s
Response starts
1.41 s
Output speed
44.0 tok/s
Route uptime
98.86%
Context
202.8K
Route
gmicloud/fp8
Z.ai
Blended price
$1.7333 / 1M
500-token response
25.55 s
Response starts
7.03 s
Output speed
27.0 tok/s
Route uptime
99.00%
Context
202.8K
Route
z-ai/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 Z.ai analysis

How GMICloud and Z.ai compare for AI inference

GMICloud and Z.ai share 3 indexed text models, including GLM 5.2, GLM 5.1, GLM 5. GMICloud has the stronger typical response-time result on the directly measured set.

Same-model speed evidence

3 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

3 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; Z.ai has 11 models and lists 1 region. Verify data residency, privacy terms, limits, and production latency directly before choosing.

Related same-model benchmarks

Compare with other providers

Explore qualified alternatives with the most shared measured models. Recommendations include comparisons for both GMICloud and Z.ai.